{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<i>Copyright (c) Microsoft Corporation. All rights reserved.</i>\n",
    "\n",
    "<i>Licensed under the MIT License.</i>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Introduction to image similarity\n",
    "\n",
    "Image similarity methods can be used to build Image Retrieval systems where, given a query image, the goal is to find all similar images in a reference set. These systems can be used e.g. on a shopping website to suggest related products.\n",
    "\n",
    "In this tutorial we build an image retrieval system based on leveraging DNNs trained for image classification. Representing images as the output of a DNN is a powerful approach and shown to give good results on a wide variety of tasks. Given a query image, we find the most similar images in the reference set by computing the pairwise distances as illustrated below, and by returning the images with the lowest distance to the query image.\n",
    "\n",
    "The distance between two images is computed by:\n",
    "<img src=\"media/image_similarity_diagram2.jpg\" width=\"600px\" />\n",
    "\n",
    "- Representing each image using the output of a DNN which was pre-trained on millions of images and fine-tuned on images from the same domain. The input to the DNN is an image, and the output is the penultimate layer which, for the ResNet-18 model used in this tutorial, consists of 512-floating point values. Note that we use only a single DNN which takes each of the two images independently as input.\n",
    "- Normalizing each of the 512-floats DNN image representations (aka. embeddings or features) to be unit vectors, i.e. have an L2 norm of one.\n",
    "- Finally, obtaining the distance between the two input images by computing the L2 distance between their respective DNN representations.\n",
    "\n",
    "This notebook starts by loading a dataset and splitting it into a training and a validation set. The training set is used to refine an ImageNet pre-trained ResNet-18 DNN, which is then used to compute the DNN features for each image. The validation set is used in an image retrieval example where, given a query image, the top similar images are displayed. This is followed by a quantitative evaluation of the proposed image similarity system."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Initialization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Ensure edits to libraries are loaded and plotting is shown in the notebook.\n",
    "%matplotlib inline\n",
    "%reload_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Regular python libraries\n",
    "import sys\n",
    "import numpy as np\n",
    "from pathlib import Path\n",
    "import random\n",
    "\n",
    "import scrapbook as sb\n",
    "\n",
    "# fast.ai\n",
    "import fastai\n",
    "from fastai.vision import (\n",
    "    accuracy,\n",
    "    cnn_learner,\n",
    "    DatasetType,\n",
    "    ImageList,\n",
    "    imagenet_stats,\n",
    "    models,\n",
    "    partial,\n",
    ")\n",
    "\n",
    "# Computer Vision repository\n",
    "sys.path.extend([\".\", \"../..\"])  # to access the utils_cv library\n",
    "from utils_cv.classification.data import Urls\n",
    "from utils_cv.classification.model import TrainMetricsRecorder\n",
    "from utils_cv.common.data import unzip_url\n",
    "from utils_cv.common.gpu import which_processor, db_num_workers\n",
    "from utils_cv.similarity.data import comparative_set_builder\n",
    "from utils_cv.similarity.metrics import (\n",
    "    compute_distances,\n",
    "    positive_image_ranks,\n",
    "    recall_at_k,\n",
    ")\n",
    "from utils_cv.similarity.model import compute_features, compute_features_learner\n",
    "from utils_cv.similarity.plot import (\n",
    "    plot_comparative_set,\n",
    "    plot_distances,\n",
    "    plot_ranks_distribution,\n",
    "    plot_recalls,\n",
    ")\n",
    "from utils_cv.similarity.widget import RetrievalWidget"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fast.ai version = 1.0.60\n",
      "Torch is using GPU: Tesla V100-PCIE-16GB\n"
     ]
    }
   ],
   "source": [
    "print(f\"Fast.ai version = {fastai.__version__}\")\n",
    "which_processor()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data preparation\n",
    "We start with parameter specifications and data preparation. We use the *Fridge objects* dataset, which is composed of 134 images, divided into 4 classes: can, carton, milk bottle and water bottle. To train your own image retrieval systems, simply change the `DATA_PATH` variable below to point to a different (single-label) dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": [
     "parameters"
    ]
   },
   "outputs": [],
   "source": [
    "# Set dataset, model and evaluation parameters\n",
    "DATA_PATH = unzip_url(Urls.fridge_objects_path, exist_ok=True)\n",
    "\n",
    "# DNN configuration and learning parameters\n",
    "EPOCHS_HEAD = 4\n",
    "EPOCHS_BODY = 12\n",
    "LEARNING_RATE = 10* 1e-4\n",
    "BATCH_SIZE = 16\n",
    "ARCHITECTURE = models.resnet18\n",
    "IM_SIZE = 300"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can now build our training data object, and split it to get a certain percentage (here 20%) assigned to a validation set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training set: 108 images\n",
      "Validation set: 26 images\n"
     ]
    },
    {
     "data": {
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OcvX8ac488Rli9wqGSG4MiMU4R+k9mXFEO8FiSxFRDuwWvFeCy/nEc2cRp5w4dQZnDYsLc5x4/I+YO/80n3z6VaIzGJ9z8sWv8SM/+4s8/rX/SAyOe9/xDnYfvIf+5edxEhHxzM/NsTC/SCxKlh59imKty2ZvmxiUUkDU4lXZCoGegMaAirBRDGi5DBWwBoJCVwUbIhZBNP5V9uLmQpLRNlW4oCSpXVUrP7WKUAzXGHiriZwjzRSRRYO3tbnnOkJQuM4oV3smMmLwRVI0w0h0NNy++k3rICfsbMcIEYmpJLA4lJ6McdcY99HtYowYa3HOJhKyBhtIjrkIwXuccztEU0c1o9FPFW6Jqd8jfh1ppWcruU7SJ9coYHRIZBghBkWsxTqDYvBBIXoyl6cAwzlELGIcjXaHXnFjx/WG5OK9J+VOtD5sNFYfkhSO6pBh0wKRFLCgUodokQwD4nH5LoyzlGXgB/7Gx/jMn38GZyKZc2TW4gw0G0pn1yIHDt1G0BwXIsYIIgYvlsbkAqtREcp0XBqxxiRvJJaI+moxWZpSYozSas5w5vFX+Pen/1OOPfR99PY/woVT57CZpe92ccddR3hiZZn1+f1Mzu/jlvfdyS3v7FNsrLJ96kkW5w8w1c45sGeOg/e/j098/PeZa06x9/6H2PPWRzgy+Wn63UkudEteONfjmdPP8N4HjrB+fpne+ioTg3VsGVnKDRTCykqfy+fPMr/vEOKm2bzwAjpYYfdtDyBzB1k/+xJL559jYmYPK099he1zx/Ekb8lYRyZd8s4s0phk/vAdzN12H+IsvlQkGJRIw/Q5/eTnOXLbXTe4wjcX/VCCBNBIVm5gcoNGCCGgCFnWInqwNmP/7fdz6eoVtm3O8eVNll58lZNrPRZDFQGbyihYi8maSCiwBsTlhHKA724DydFRVQIDVHJKl3IJBMOFK5sUWMqtDZqzt7D87Bdot2aY2n2IzDQJEpP0MlzDQ0tG1DD0gK0o0ebMHrkfcY4Lx59jcOYFRCPWJKlvKMnUpKSKRE9ZDOgOSloZbLdgu4xIo0Ex3eH0mVcoe9tsliUNcowvsc0OF195kmefPw7A5PQkhfGgXUQbYGyVIxFcu8Gt3/swm3etcOIrX2Xt9EWK1U2sBDKb7rNSFKcGZy2KsBEDlogTwWtkKyqZsdgQyLOMrn8DZbHacOtOrnYnbzEiLY1458mRSK9zmU3evDHEoexzvVSjw/xKUE1rYyQyQdk5jpFj83U0w45dq9XnOjdz/TY7x1+JWtfJY9baoQxWE4SI4L2voradKGc06qllMWt2cjf1czUx1r/vREo7ZHg9THW+hnFO9Z5ZluigJr0YI1meYzNHCJG82WIwKBD1xF6PVqtzw2t8Q3JxlRZHHaYRh8kxI4IlJYfSUcbK8zCA4kQIQcFZUIc1lthb5cxjfwg+YF3Okd0dXl/uY8XRzBq4TGiYJvvnZ1l66k8JFBAcxhisczhjsc1pjnzwZ/BiISrRB7wviL7EWpcMQyjxGjBlwfYg8vTHn6XY2OYus8ajH/9/efbRv2T3gd3MTLTJQ4/NQWA6HxC7l7h4coN+X3nt1ElWLl/CGuEtR/aS791NaeGlx77AoSO3cKnf5sX1AWtf/BKD9QvswrG6uY4vC2YmW/zRx79Erz8g+D4dF3BW2TMxhctzLq+sonPvYrNYpjjzKM8+9wTtTOkcvJtbHvoRLk5Oc8A8xOblM6yc+wytlkXEoWoRiRR0KENBY3uDpZe/yoWXvkJrdpGD972H9swi4Hni8S+z2StxWf7NLu9NR+mLdAPGku7ZV5k69lYyB7kIiqE1LcP83CEbktcmFttokrU6NF3G0vJFVC0aktHQaJib2cNXvvw5Fvbs4dae4M6coeNKShVMTHJIkjgC4iNS3YTt6TYtabJy+hT7Dh6FsuDUV/4Dk4sH2f/Qh7HSAAnJc66cIjFJHrBVaC5UN1sMoIG5A7czf/B2Lr92jAtPfQaNnqCegEKIhOAxRlAF5wwz0x32T8xycLaJD4FSDYVYpDNB225CDj/37mOsFwO2UFqH9/NHv/d/c/78Eta2+MpffJo77n8Pre0+BT4l3p1DxGGzjL5RmM257Qc/QCwGHH/8a2y+eobi6iaNrMn6oI910CgjzjkGPqCVPq9iCNFjVHEuQ32k5ew3vrg3G6LDnAJGdyxhZTShzk+YZNlruWwkP1CWJQ2pjD8kI1vlhNNDSfaJncdJMB0hMEm2rE7ux2p/Ruv8sQ5f93UfoSYUGDoo9fMx6jUG3ziLjwE7EnXUBGKsGZJEWocpb53n+dfJaMJOZCcjqYrrjymdo298zDEGwFRFQXVRSwRrcFlGGQMgZI0GQQWHwWY5PkKj3cG4nIClLzdeKzcklxgCqeIgxSlitAqbJTGfJM80MXmddArUZG3EgEYMMb1OSuygxKtBg+cnP/oh/td/9XF8GWj6gGt2yBb3sWfS0V8+ByEQ1Q8XXUZBL1tg7v7309CAaHqvWF0km2XJU45JHtJg+dVf/dfY9jyX+znn+vsAZf+5NS6ff4aJOKA5P0+RN9m9Z56ZXZPMzM4zO7nA299yK731K1w8e5bc5czN76G7uclmXpK35rht327uuO/t+Kbj5GM9wvYWC+0ZNnrbrG2usxkWsG3DtC1ZvngRb1ocvee9vOOHf4S7j87x7JOvcenTv8lzx1+j24+EkIP26S2/xuDCM2Sz+8laLe548Hs488rTNNvTmLxNKHqo38aHAvXJA4plHxkMOP3Ep2ntvYXOzBQTdgs3NY3rNG64AG4mFt72EYJGssyybiYw554jigMNCBGNJSEmJ8RokgGyzNJsT9NoTbNc9Lly9gzWuZSkdBmNPKe/epL9+xewzSY2DNh95CEuvfMnMEXKR0VNhJLkAUViwXOf/QNsu0Oee4qtJfq9TQ59/3/O5uVlDMqVpSXMYJM42ETEIepREaiSq4kDkylCDMEIFh0mPPOGZd/dD3Lx1eeI/U0wNiU9RxKrYkzSy5sdmkbxg5KWc9Bsk+UdyuixoU+zlTMbp1AHX3rmNZbOXuHwgUXWtz2N6TnK9j4O7ruPpaf/DY3aETaK1whqUw7A9IllyYF7j9F6+wOEIvLaY8+w9dyrrK5fJQ+xum9hq4xEk2x6biylRgZeccZg/BuTc/m6CEUBrntu+DodGlXVSMRWdtiiCqZ2e3UnBpGd3QGVLMROlDKMHOr9cm0yfkhEw+hJk9w6EhnVrzMj29QsVBv20TwMAEaGeZU6arr+XNQ5FlCipoovZ11ae3XinWsjGKjlwJH81UjUdC0B7ciGMWqVEzVEVZQk5Zksq6J4kyr6YsTmGSJCUZZEA+1vJaFvrSFGxdqdSolUJWF3GNXWHyK9JsZYkUvNzgZDhopPibIoNGMEk7MePRHBOYPNLHv3H+boWx/BtV8jKyMadhYQKDFO0hRPJslA+aqIQFHEWGysShhj8nYks8wfOEy5FhFKbGYwmWXVHuCKuxVRWFh+kanBabaXzrPaatNqObLpNosL+2hOzeIWDlF0u6x2V1mcmeb2W/eQtx0Bx+apJ/G2zfxUE9+y9AaeiclpwoED5BO7sI0Wew/dypGji+xqZXgMF/qex19a54Xf/iUm4gpTRgjOkNsBMrnAuUc/zuaJr9Kb38Og32d7fQ1jLVPz+2geeoCGa0BMcmMy2GkB1onJ3tp5Lp1/lVv2L7JNg5XlyzdcADcTxx56JK0JgX6/z3O/848o+300lHhpJCJEKX3EGGjmDdqTLabmD9CaX+TKxfP0ryxhDWRZgzzPabTaTExNoZOThCynPTXD5toyew8cwlYOV1qbhqhVNZAfMLlrHtEBM7MTLMxMsHruVe556Ad5/bnnq3OnXFkacOHU67B5GfyAoCDRI9GjMd2oASUGEB8wKYxBDAyCB0lkYkaqKlVTyb4xJuUdgWBSLkOtYK3DZE2yPEcKBdNEUJxzZK1JLq2ehEbO6nqPQejjonLi+JPc9tEfQ5/WFCkNdXklhAIRIYQynesYKb3H5A1uffdfo717D8dfeonLJ05jt7ZxKH1fgjFkxpA5QygDA4UYS5zc2GDcPKRSsaHBtGaYJ7g+p1BzT8o7JJuSSKayQVVxMqORSW2fKq1llDSuR00ydYUaIknelyqZrpX0VhVOX5v3kK873jpqSMSSyuHqbUajmXpfozKYIclkWZYNP3cte9VpCIGqwGqHlKi2r1MRw+epAz8dFmUlW12fzxSpOZcRVfGlT2XuJlV4ttotyrJMax+l1+szNbuLItSFGN8cNySXfr8HmCGz7VyMtDC0vqlGwlCow730XAglvugRpANoytkADTvguePnaTYyrHVMTs3QmWyjYYPHXiu5t2kJ0gcfh0m6EEusDOhtbdOYmiVTPzypMUbUOogOp9tYa/m1P/wTuv0m3a0e5I7cRlyrgbZ2YXA0Jqe4OrOLpd4GBTmC0MEwvb1F46VLtOJF5swG7dDDOjjZaLDV7dGc7KCNCbxp0G7kmFYb4zKyLE/5gewqk9PrtCZarF9d4vVnW6yESS7ne1nSaX7iI4scO3yQK2sZl194ka637Duyj3ZQLp98CtwUVhyUIflJRcnVF58kvPgYi2/9EPnMflyzlRZHDKniKQZCHPDKK89Q+h5nl5aZX9zPvfe8cdU/odaR1JC3Oux94P1cferPCbGFN1WPggpgiSbJqtYqxgVi3Aa/hbOhutFLUCGEAWZrnZBPUdgmtxy9m2c/9wl2zR0iSImGSF3PH0NAFMqix6mlizjjWNoYsOUm2NfZzdbWBjZPRCRR2H3gdhb23sKZJz9NeellJEZ8TIl9rYy2MYYyeMTXJa8BJ4ZO1sDYDBGQ4BEx6eaNyQSpQNS0vWk28QQ8VNGNwZd9ykGPUPbpd3tc3fYUboP1YosYMraiMIgenytsFaw9/ecp0rIWsdnQszWYlB8qPRICIhC8gET6AvO372P3sVvIs5ynPv9lLr5+Cj15ihiVpnUUZUSMwYcSa7JvKKV8O5BsRqyutUFjyodETTaiCimAkZyIqYx/9UzebBE3IxojWjfJSJIxrUmOcX2evhmx7CBWXryrcm2KstNiUR+HuY6kaulNNVa9KJLk+pF8iSDEkYhwlFBS+5emvHF9birySeXVMvzbaKQlYoa58OExqhKj37HVdT6RFJVCkpnEWoIPGLtj/suyxGUZee7wqgz6A7Ispxj0QQWTpZyvVNG9RTCmecNrfENykaqHJenQOkIwKa+SNLsMYyy+7F2zrbUyvLgqHW5554/jWh00FPR95OrZ5/n8r/8pQgrvNzc3WVlaYtfMLLvmD/HFi03+1o/9ID7uTKPWWKLRs3Xpda6+cIJEfJW3KIJtNhFVonH8q8++ysTcATYKz5XtPgPfILcQ+9uU3XPQalCEAS6fIGvsQpqTtFqzGGvoaqAfN7jUXef1tQ2K/ipFV4kM0gXcbiHGJe+vk9NoT0BzAjsxj04ukE/sJcZpGmECGVgOdUpoZvRzR2Mq4/EXPfMH3sud+5fZtdanXL7A7PQC++9+mOf/42/SVM92t8dgu5/y2qKopDD68lOfohTDwXvfxeSBuyHLU12tCBKbvPXtP8RWMeD81cv0Wo7LxRtkLagiCE3eVQyRqcP3cvmZz5BlYNUALn2W2uMikUsuShYCbQMDW9Xvq2Biqt6JkqISH0OSb8oNyv4mWZ4nUi0H+HJAd3Od4CP9QY/QXsCrQqfNVtZmM8LpzTWaGJpGUn9HVHAtjjz0/Zx63LF+5nmychvEIDFJMIFA9D55kZXn6dVDAXkWsNYkb5qA8bVuX8kn1c1rUUKMlW0MqB+gMeK0TJKHUWYmOzjT4JE797K8VbBWeHo+p3FkgZnZZcpzp8htXiWXfaW8WSAl6L1NkayIRSwYAjYMMF4R5wi+5G3vfwf2e9/N5UvLPPvE07z85DPEgYcy0nYZZSyH0cC3G6n/SlAxxJgS2qlUuFZIRgwnEEMytOlvqb+uKErqjGLUaw3/tXmb6xPuNSnEHYlI6gg4Do/BSP3ayrhz7T4YRjwGEIKG4WuGRBZ1pLhJqygzXOOs1/usCclWyfQkuSXiFScEH5Bh/nunfLqWC+tIRqtzISPHWvf7RFVMjFSkeSMAACAASURBVMleDlW8RNg+lBQh5fWyrEGWOTxClmV4X5BllnarkUgta1D6AZB902t84z6XUFfMVLXX6ivNr+rSjxDUX6fvKaqCNRHvFR8KgkwinUkikYE6XK5sxjZoieKQsmTb9Ll6cYlni4IP/fRH+NiH7yOGMziZSB6DMQQ8uQpbGytsvPpi8gVF0VB37ha4KATb5sDt7+fy6hbr65sYk4EJlD7DakkjN4SygLhCsXklhYDNCYL2sVPz7F3YQ1FM0OhMs8xlfFmipg8xT52wKJgIeQaNScLEIrQnsLv2kE82mZ+ZY7qVc3C3Zf8Bz395V4MzknOqmwoQPjTl+Ofdd3L7y/+YiWaGzi9y+/1v5+zTn2fu2PtTiax6XDGgLPqEclBFKCVRB2RFj3OnT7CbNjN7DqGtDhaHNhxtCx0aLO7djXSmmG1O3OgS31zEUBm/5HxkUwsU2136to01StACV0mnzlY3c2EoB9uoySh9KpEUAn3AEtCixEfH9kRJQ4VQBvbc91ZOfe7T7L/jYbwT1GY0Gh1cZw7VklCWfN+eQ2wFpQgBcRmdziRzRWRbI6n1JyVPJXqCKnsfeD+4jNXnv4hIiZAPpRcTPSpuKLWk9aiU0RPFppziaCI6JKOPRMRZRAyDfp+yqDqeYw9GKn9snjPZnsRmObc0PAdiQcBibY6ZXGDGTTLolamqyFRGyCZJhlgbrAFgwBosihqX+tSKAuOSFOd8wFrH1K4pHv7we1nct8gTX/oq3ZVVKNO67r9BvojW3fS1lCOBujiorgCsA2GqvEAc5idMam5FkSgQBXH15JB0Xg2VYa7sEVo5YCMkM+xJGcl71IRRvQgRQxgSUtXJbpJmluyyVM4fDLt54ZoCgGFpdJWwr8nD2nSsKgynE9Qk4/K8cmqq3AhJUiakhkmJI7nmqgotvTakps4RcnZ1SqP6tBLT2gla97ykHI6retFijPgQEO/BCSEGwKamYo2YPOKLAa32jfO5N45cVFENIEkqSBUFO6y6U9mg1CmzygnAx4hEJUYlm9mDYomhhAgDVQ4evYN/8qu/xVe//CX+4Ld/kyzLmFtYZO7gnUw3Npj2rzOwk8TYQ0yqVEMzAkpr124GYhE/qAXFtKBiRoHy+tSd+H6fzOVslUo/7HglCoSYPJZQHWNZBmzRo9heo7h0gu7JFJUYMpwaQuiT20h0JundkhEbGeQdsukFGrv2IK0J3OQCebOBtCbpzFl6LXjhfJu//VqAzLCnM+D7H3DcaUqmjllOfFJZXbnCwfvuoTWzwGDlCvvufJBScrJYphp+IlGqKhY1GA34mOFMxIhirGPr0kmunHkef/UcufFkTYttLTIxPceVXslDb3vrDRfBzUIdvscYQSN5ZnAzi8RBn1z6RK28tcyS1eMu8tR3IcbTaFrKkOrtO9bjsgY2zwhzC1xY3qJXbvHq81/k6KE7WDlznPbhu5lqHSSvop2mDNO1aIzMaN2QZsjzHGNTF4OPipWIxKp6TSNODPvf8gE6rQmuvPSX+LKHtRkgBGkTy+RoaRLioSpcMcYg1owknBUxSeq1zqX9xwLb8GR5nnpxXD40oMaCiMM2JlK/TB5TMYoxiHM0pxcxWURtgcl2eiZiVSRjTV122qT2jo1LY3BUDIjDiCImIOKxoohN3v899xzinjsOEUPks5/4DK+9eIY4uFaB+HZhJH8/lFJVKxM6tCn1tA+p8orVtlqNagHEpn4MNSkHVTdAXvMeMvxxnTym1ftxXSRRp/9Hjnd0OzWpWGmEBOuio6GuWCf6404RSKqMSxG4iBA04owdFhOEEHAu2VpfFMMCAxkhxWH1WXX/OOd2JLTh8ezIgCnKYVj1CIYgieCkSuK7SmKLQcnyDFUlz1NvCyqoE6wzlMWARiuHEGm3OxR/RfHHXyGLpStf9bgOw8NvjJGVIqRQThWVnGxq9041BpqqO0IkGst9b7mL3+1tI7TYd+Agt77t7UzuOUp0ERO2UVPPvTGIZCglWXuG2Jog2+5XRxcxKMEErBo+//IV7r9rmquXl3GiqR/BZiihOs3VyQeMtWkkhwiEiB/0cD4jUjWUhQiavFbrwDrBS5IayHJMlhGNSZU2Iphg6G+VrKKEgWWqFbjvCJy4GrjYd7y2bFidNPzArsAnH/oZBp/8R8zML6DdVc49+WkOP/Ae4sSedLGFSmcGqWd0qcGZHsnPdAQfaS0eYf/sQZZf/ksGF55Di0BnMmO9u0EMb+yX3IlUDV1qsAQWDtzK6slnybBgs+RsI2T1Z8NiVRAVjM2JOILNsAKBHEekiJ752RloNOhkOc3ZBUx7gtWTr9G8e46mjXgMUSwSY5JNQkmd8hRnkcIh3XVir4dGJbAzIy9Gjw8FTqA9PcP6nmNMTcyCa2JJiftAMmrGWMQ6jKSpA5A07NRAVxu1gDGWLMuIwbN8/HHMyuvJA7ZZFc2kQhYFXNbANdqJcIJDQpJBs/Y0YnK0LGhkWRJsRvKfsZI3NJVipuheFbFS22uQCJLIDknvZyrjpjEASpYbPvSR93H40Cs8/7Xjb8g6Scnr6vdhbmWHoOvkdnpeh7mUJAh5RKD0JUokUslRtbRURRYpoVFFQFVz42hiXxVMlaynyo2gVbVW5c3XGG3MNGIS2Q1JyeyQCgzzRTvZIa4x9sOXVRFGXYHlRh13EgGEUBFRWUUoslMYMCod1lVm9XHW0lsdJUUdnUW2c16jRqIanHNYaynKEmttSuKbih402XNjbZovqZFi0Cf8FcUfNyQXDaEKwbPUfS8pPDIwHNNwvSQmgMRqZAsG05xm4eCtyUMjzW/SWC1wK/zL/+1XmGy1udrbAttgstPm9eefQvcvcuDIoSpZWnsDaQHk2QTTBw6z/tJKpTMLxLSAinyK++86yuXLV5nILUd255xb81ztRcQGlEaSK0SIxkJlIDJjiZmtejJI3dBBKbb7aa5YVBokp1WcRdVjwwB6XYIxUHSh7OFbMzS04HI5yWavwdZci0Mx50e/J/LHLxS8uub4eN/xsckWn7z/GPKJktIJbvogG2df5PGLp7j1vncwf/RtiMuJoUpyQpVkVGxsVJUoVRlmKHAW9t77PZS33svK+TNsr5+i2Nois/6GC+Bm4uKjf4D3JUVR4INHvCebO8R9H/tF1DVTEtBlQ0fP2MpYG0OWpZu0LEtCFDJRorG89vjHkSvnkoymQndjjfW1qzz8X/x91i9vEDeWeO1Tv4PVAc6mfiCJETSkCi1jaE7PYhtNtlavopXUm+xVujlCSGXtGLPTh5Ddy+I9P4CxjlA5zXVDXZJdkpctkuTiOHI/ICYllEOJCLQXD3Lh5SfoXXgZyk3EuFQybcCIJYpLVXSDAaEsk4RjLCY28DqAQR+qmVup4S4dDZDkUk2OSJ1cNlYxpjK5xoEEjKSore7A15CiyyR5O4hw4Og8txzd9cYslujrRvSdqEDrqVG6Y5xHcwZAiAFVS5RIKHtM4REJJAEz+ehBqnyeqdda3S1P9R5VIRIMlY+d16RZXSJu2Cg+imG+47rigLqai1jlFCU1RY5uNxrBDO1m5QEZuxPZaIwYYwlhRw0yxlaKy7X5qFHSS4TCcOhmrSxdW4XHkHzQOr8TqCeIjhJUiqY8VixePY3c4YsBKqnh0mkJfHPZ/YbkEipW3ymfo0oCDcWHIcmMMmmMJT4KxD4+ZmyefZ6iSD0OAPiAOiBmbFxexeWC3bas9vq0JifpbEd6EYrXH8VX4aaIJdKHKtTPphdZePfHCD5A9AzKAhsCL716iqubXS6tF5QK+/YvMDOxxe7FCQofOXN2GdfKCbZFlHoqa530S5/XCljTxDQMGIstBsPKjeRpWqJJ3mfyaVOnt9OYhlwGT6PpEWNx0bDllSsDuPNAg+ePe766vM3PHGjysduEX5++A9eYJWtOE6RDbmDp5cc5f/o4B+9/mKndRxGxGE3EnhbjTpUNIqSxQAYj0Jya4vCuB9Hibi688GV6y6dvdIlvKjZf/yogtbxNVEe/t4156/uToRDw6qv1VE11ALIsA+xOGbukCVfWpC5ynehgfWTP3BTN0GVw9jn2vPsnoP8qXdnNwlse4fLTn6404ZA67WNIZGwMMlC0v03ZG1CP5UieXjruWlaQCIWmirD+61+j211j730foDG7SD1cJMaUYylr79pU3u/QI04xpY8BY9P1MTj23fMuzLEHuPDSYxTLx9HYR6NFbKoe06gYTcMXVQXJGoik7vlokvMTQqyGDlYTK3yJqRK8KSluU6mqSb0vmTiimmFJrWJSVkBDNQnYICqpLiB6Mml+XaL524XoyxGpySRHYMQj11qSh6HsDZVhrRjSD7oUjUDhNxGfEyVJ9/UEYTUeY2xSP0wkRls5vbX3nsa0BEnORj1UtZam6tcYSGFgbdhFKrkocVPLBoKmnhGvQ9+limYSe8SQnLx6YHGMEVfNwxsSW31Nhi0dyTpZa1M1nxi8jjjb7BDNUC6NUk1NicNoD6SacpIioeEcsZBaOFRS8VVQj9E6Kk4tJ8ZYNHrEZUQfUjWaywhFidpvJXIZ0e6GlTIxNUVe38ATh6G2VgkgSY23/VUuvfAFiqJIUpkYWmKJWeTC1S3W17eYn5sibzbYXFsjRsuZKxeYcncxOPkFmv0NIDUexQBBA4YI87dz71//2eThxFTV49Ww9dJpckmeISbnUrePoBzKLUYGHD0wQ6ezi5dOXyTYZiKJqgrFmao5qUq2xuBTZGSqkk+T9HFjJOnfzmEaOTbPiNZgjdBwyXNyYsglwzmDCyVlyDkwCU9kll7XIT5wb2ZZvP3dhLWXyY+12PfIT1MuX8ZrwKKsXu2ijSXi+gWs5Cn5ljcJVR+Fy3KszXG2iXM5MXNYC2oj0eXsvfdh1k/P3HAB3EwIlhhrzyiCiYTNVQQPxqUx9pp0dFVN86wMhLIghhTtJo9awAoSBpy7cIHcWDoTU6ys99kz0yA0mvR7Z/ApjmPy8H2U6xfZOPU8QmqkTCF9JFbyU4wRda668wXMaAdzahardW9wqETM6kmWn/sU82/7EZqd6cobjPjK4czsdY17I3KDIFiTUcsyGIu2Zth3z8OsHHdsXz2F9DcSmSCpvyaUxOCHXxtAJV0ZsfjgiQHKWFb3GZXXnSTr5G1X5alS9fuIRYytJmq46m8gVQuBE6qcarKDPQ1vWJ/LtXmV2rOGyoJXXv+1UUuKDuptaqezlthSzmUnIkgGNkapCN8M32/UEYgaqWeJRdKajKpDye4auYs6aknVYQTFULJruu6kNwQVuj1Pf1AyKKomb3FUySBCJadZaylCwNYVcCGiJpGHrap0k9y/0/dS52RGCWK0f2ZULgUd+Vsi0fq59LFkuN6NSYQmpOiq0+kwGJSE0qNOU28WKaKykoopNHp8iNwIN26iHJ5YqQxB8jAM6cYdncljrauSiYLRNEAwqNKgRLEQbNJHY8SrEgYZV5bWaHTaqCa5bHV1lUEMtNVyeGGSiy832NVLC8oYIcQCZ5VCLWHldJKLao22Et3C5govn1shm50na05UMSK8dHYZdR2sCRydhj17Z7m0NoCYpegrk5QgR1G/E0aaUKYb1xiiyVJxgSrOJmFEouKiB+sQjTg8oiUSCoiGQWjSt445E/kxZ/hjWUc2hUvZNLvV073lPjZPfA3fX2J2926yXfNgDLH6dgojlvXeNmsnnyJcOY1oIDqpbGQlmWkLm9nUUCiGdruJjwHqCPINgiViTRXlhtSASNxmc+0qrZm5tCgrQ2Gr0SOu1gXKSFkO2O6uUw76eO/xRY/N3oCDexfT4MXeJhNFl3Y5j8tyLpstmu2Mae/ovONHObG5hGyvodVUiBAMiMFQfaeFsanJtup6jiMesdFIiGlEijHp+EsRwvIFLn72N7jl/f8ZtrOQEuJST6dI5cWj0oRWUfbOxIpUCWSiT9FUbpi9+/1MdldYeeGrhO1LWE1z8sSkicUBQbIWLm8kHVaFQCSzljxvJceZa7184k5yNcQ0sSBomuOmEioJtR7lblOeQxVVAzGkslvJEHlj1kuSFOuy4515WDGGymu/tjdlKO1UxJ22k+orJySVjotSt8gkTlcgVJF0HH7nSgoe6laJumigUi6sjNR8jUpQ1XYiKIISUHEp8iNNMxFJZDDdLJluCqrV0EkrhGApi8D6IOAHnlCCuDRSxSDDmWPWWkIMGKMEjcnRkEQwqkpZlkNSGP1Zb183so/ma4ZkyI48V/9eP3ZVn1aWZfS3t9GouKyBQoqQo2KyBrgUzSRbd+O18lc0UXrS2JciHaAmzdZVAxdSIlFHbqidhYIqQVNjm5aVDl8EfIjYUilRNraKVOqGJajHa2R9s2Dh1rs5f/xRptsT2GJpqJFqnmPLQarRDgVhsI11WRonExW1lt7qJlOasdLtMtueghaEbBcNIgO/jTGOVy8MyJxiGx0mJ2cAy8bmFbzvIWqwImjp02fRNPYGILNQqiczDTQMyDJBtMBESwwCISf4HGwf8RlYxWqDyCS3OeFPNgfc7h3ORL4UC6w6WvsXmTjTZjvvYFlDXGpkyzRSRo/gmDhwlOn9xzj9zBdYee4L2KhEB5lVVBpkjaQbN7MM12ym2VPFAJGcxjcvQ7/paDXqNSCoGtRIkkiXjtNYPJByE/V6UU0jgTRp/4nABXUWQwNrc4Jx3Pfg93Dh6jpLV1dZK5ucvlTS2lrmvDnJPXP7sHGbgU2Ttw+/+6d55c//HzK/jUqZJAiXkcdYSbyKrfRrFbC6083sq6qh2mPOcoOoJYhH44Azn/0t9tz3AVqH3o4RD+rBNjDqk79byy3ESprKUkMdig8Rkcbwby4WuNYst7z9Q2ysL3P5hS9Rrp9PclXwiG0hEnBVxVCsNHkfPZhKW6+Sxuk9k49fGxOoSM44vBTEoRQ4WnGl5NalHp0Qk1yJATtqWr+9SJHsNyLnaxsVR42mStWIrclomioCLqsIcfjdKko1riXZIiRN76jPV0SHJCR1Al4VqcasJDVDhlGNakhOMjUxapUL1VTarulY0n/J+U7FFoBXrHhsDs0cZCrHYLAu4/iFHtEIxECIdpiXqY+hJpNh2XLtnI0k/2vySec0VpNV4jCSVQ3D6rL0BWB2eK6hIpzgMZIx6G3TbLQQI/iyRGzdMJ+KZNL4GvB++1v7Ppc0WydWHlrVOKmk77EwulONI/X4gmra50jlRvJAS7a3+kSftOhBUIjQMEJubeoSJo2huLqyxF0PPsjxV1bYXDvJrTGMTBItKUPAS8SqMNju0p6arfgzghqCjwiB5uY63aBM3XMr2eQcu9/9Hs7+6R+jvStkzRIjbdBIb6uLy3Lm5/dTlJ5ed5042KqMSiJPaw1Z3qCMKUGabty0RAXFakRiwIQCiQOctJBQ4CR9l83ijNDJlJOvOy5eDBy419CRjJMF2C3h0WKToydPcMRmWBEGWxv8m9/6DfzmVR750R/nttvvprRwy4MPo+pZPfk0jX6XYDpkLpJlJn3Rk3NEhbL0BO+rRPWNQ9ebiVg192lM84lCTDLSYP0yO7fziLRBZSCsQapR8LPtTrXYqYyJ4dAtSTc3eYd2u4MxkE80iMU2vTIyMdjk6tJpNldOsu/ud2BdztzeeY5/9QtsXFpiwBYNyYiFR9UTKnmjV5GLqqZEfv1FVQoDSZOcK8kazzbHn/gEt3VmcbMLiO2QlQWFcbgsJOeCJD8ZW3t0qZmNrMHSc59CfY/23CEmDtyLiPD/Effe4ZZcZ5nvb4Wq2unk0Llb6qSWWtGyZMmWZVsO4IANtme4MzADeOYBMzO+zGUG7jCkhzFpHh54LhljwIBNsHHAyEGWLTnIlqwstUJLrVarczqnT96hqla4f6xVe+9uQ/sPcE/pD/Xp3uFU1ar1fd/7vt/7aSloTW0iufa1nH7qXuzqHF5phK6js0ZQJPY3Nw8qKHVUZKadDdVt6JUICjUpRSSCVczIRaALYgYbNp3BGAu8R+igxEQqxLcxI/yXPATBpmm4mz2so/Nh9/MUVlCpAAK5b0MyUEFZ1X7khoMV9N3cq78DYo+Hr94UyH5r8TIgBvKf+h1EFXiGIDuCFrXabqt/C9UOWHu+WswLj7VlTBRCFSxkgve2H0y9DcR74CQZNFZeUKVUAak6wj48sOy60KZ/+HNcrNarvRoBeZ4jhCBJsnjBHUJoTOTJpNSgZGjqvchx0eAiCTJLX/UnyDg3I4b8MMI2FqkCvFdDHIzrKw90ohkZbQYHY2sZt2FmwPhoi6+8eIa8CHLEiaTFiX33snr4acY3bGZPvU6ZDy5EIog4sgUjWD17jMb4dFxgAT92xiJQSGEQ+Sr5w09hpk4xvWEbI3uv4+YbruFLf/shrI2zEiR4DKW0NKZGkVlCuSzpuWC2iDNkaYJSkGnNSi/HC4W3wfY8dLMmwVG0pklTRWOkSZKN0Bof59bXjrAw7/ng/pzjJ2FyUrBjps4GAX/w9ZLZuWd4645bqaWSbrvLP3z6b7n/7s+zfiRly9YtfPxvPs67fvGDzLpVRspz7LjhDrj6dl546E7swkEUQSYdFMvh3OH8qXmX6rAmfFdpXRi+JSXOFtjjB5lcmqM2Nhk2RyFCsIirT0TMV6KCmswHzsq7YRO/SokVsn9fOHzPc+Brf83ZIy8FQlUplHds3riJ0elbuOKWO7BZnelGgzs/9AESU8bGNBHFq7bvHeUwIHSQHOOCFYpUoAVKarTWjAg4/NDnmNp5A5PbrqP0BoUj78hAxmMDv2F9qMaMBeHprp7g2P7HWbd+knSkwcyWzTz3lU8i1+axPsc6yGqOwmQBUk7rCJUOMtXIQXgfbUJEZWYYOSJBX9lkjY2kcLwn1uDKiLWLYCVibd7fhCFwXUIItNKxF+g7fwwrnob/ToggSx/O4GFI4SUEwjusr/y1Bu/1/c8NAcNiomRcgi2BpMK/qMj66rP7fSuRtBd+oLIaVE1Vz4kkNJIHPi/c7vCdXvZDXIRnBaYK7N6joyTaRYmI82CKklTr4AReKVmH9s8KDqt+l6Io+hzMcFAeDCgLZLyLRUEFMw4/R33loQcrBqKCRCfkeY7SGmMKlE/wUmB7efDDw6FkkO9fODPmwuPi81xsCdb1FyHW4UQgoTyE4TJEAVeUzF24aMKilVg8KtGoJGRNSkjGdMrs+ASr3QJnwfQ6rJ45w/V7b2B0ZgpzoAjEHEGa5wmqBSGDJUi+dAYBcWGE3oUkSSC3pCQh+1QSMX+WQ5/5G8xl19LdsZXJbTtZPXs8LNh0BJnWkSohSVNqY4JFk6PKLq5TgvGBixHETt3Q2MhQ5HfOITNFkqQImVAYi6pJjIBcCOZ0AUsKLwUvv0KxfQR+7/6CvZMCjrZJm1D60GfxjXu+RFk6XpjP2T/3AjOtOqrVRCYN7NkzuDiSd/vNb+Pkk3dTrB5Du+hhpRUumgF6QGndt7C4FEdehAfS4kOnvQjmo86vsLZwhsbEdOQQIChRIrkoZVxEMlCYEZKQFX9TZd6K+ABkQbqrYGR8A4deOoz3ngxFFzh46BBn5ud5w7veSStJWPEZ7/i//1/u+tM/QsmoylEJVuooC5YI1UTqBKGSoKzJasEFVmkSnSBlitBpFAukLB9+mrUjD4d1b0uECGHJE2apaCVBpXihyUWNo1048+ISrYUDvP2meVYOP03dtXEuRSIokhTvNV4SBjMR2wAIGbbwFo/EexMtonzYGq3rbx4QNrlKeRUwe4Gzg0TDWh9hHcCHZNFHlaQp4/iB/wOHi2iAtS4S9YPZJBDsX4QAa12fpwtzgvxQsBjwIwgiVO7xLkA+PgYRB1GI4fuwFwwEGcC3bO7VERLduD7DfInzrj/9DTf83zKwaemfZ1RQOAL0pJMkSPeFJgiwBn6JgTsJM62Gxw8Py4uHifxKBTlcUQ2f03Dyn8hqeFj4/cqy7H9n9XfOGYQPjci+8s1THu8sed676D39NoR+tJaryK5oXObj/ZNKVHY/2OieLFB4ZymFRmYtcBrnyrhgJDWl8EJR9ub52Nce4cS5LmmaoLVmojXK2PotqPFNrGZTPDE/xSs2pYw1avRcGEIlEEgffHHa7RzXW8bIFGVKJCU0Mnodj5AlAhl6CBKBKXPqS0d4+O//BGM8upFSq9dQjSmsTNl+x/cx1mxy4sgq0+tOcvLRz2LyDqV1iG6b1sgYne4KtigBhU5qgEf6MiwkFyTJruwi3SgIGBnL2FVv8+QTgi2XK/5im+bXDnT4o/tSRsQSpc/Y6xfpmDVkPkq7fZKaknS0QosGvXabFRSivYyVXUoaJM6hpcCnkstveTNrZ+Y5/OTnScsOGA2+h8EHSwzfw4lLR7poCV4lEe7QaHo4apRes3LkaWYuuxqnIRUeKzzOlaFPw4VMFGeR1uBcEUYPmxJMiStXED5aUnhLosEWOeXiHJnpQZQwlyrwPaVMWekWfPzDf8fEiOGd7/nvmKndvO4nfo1jzx4ID3fl7SfPd6gFvgUK+cegkWx8nJKU3sGvoWwPJyQphlzWkdJRilF6uQXf5tzyIof2vYjI6my/4jrWOpZtr3wrR758J1Z1kSIh9V0cdRQO4UMQkPjgbUZw6XUYRKzSHYErqTZh7+2gU5sASzrrEF5FeC+oH60J/TxChMxfEngdpAZjUP1A9J0//FAn/CA0nK9ODVbwoQIUPjz7Bo/AomW4TqoG5K7CzPAuEO6V+tAS2iOkTYI0PSYUPjoCD1vrV9l+JZioSHbhLU4IvFeo0mC0oL2yxF995BP8+x95F1Mzk4DFWIOPpqzeVY2WEX7EY4RFkCIp8Mk4WzeOInTBseMLyKQMXGUFZyJiFSIxJejEh74TpRhailS9LJVThBAqBrGBGg4GFUv1Z1Ptp47+d57XcOmjJ16cWGmNQCdJMLMUhATqIse3nURZIeQVVht+sVj2uZhVCYHzobkrTB401LdejLwqJAAAIABJREFUy+5b304hFIknWDR4HzBvoTn45Jc5u3wfwjt6vV44cWMobZve0jw6rTF7zRsYedk1XL51DOcscriZDY/F8MQH/yeZDw9gkraYyCa4amPKvhPtoBQSIbPJkiZqOUg/pZe4dptCQzm3TOk1Txc5V+3ayURaY0yd5IgpMd0u0qzRKxTdThjN61EkicO0V0ikIlGKcVXggXwNdKNFQ/SYrVsurwnuuf8cM2sFj9zleKXVTE+kUFhsawpVnMM/+pe8lJ8lVYqlnqTtHU2pyF3JaF2TuJy1fffQmT+AXj2EtwolQ2WQjI4gpKSmMzZeeSvNLdfRH+fmLCZu2Jfq2PR9P4XWCTproJMsLNxq4yrbPP2RnyWRAU6QQlX2gMHqWwSRSBCEJn3MWKoIReBBJdRao+gswfUKus4ye9luONkJvRAubELBkkXjSsvyUof7H3qQ6xsznD10mkQqjBAoFxsK+60Uvi82AIbwdhAyTmMVvk+sCqHYtOdG3NbtHP36XyM7C5RCIZxhsWiyeOYUI3VHLW2wcWaEH/vBt7DWs7QmZ1g98jhTe9/Eq37m7dz3gf8Ncy9RJh1SCpzW4DyWIvQeRN7PORvnGw1I+35QFGJAVvcz/jxCJx7vC3xUAwU1tu1vUNUYXp3WYuV26YJL4HxEVEdVEtko8hChmA3qvpDt9xVyIsJWESZ0sjKcDO/tZ+txg63+bFwQJkkZ5N4qSfsB7DxRQex7GSbQERLlw3joU8cX+fiHP06NBkZI/ux378RSUJguY5Mt3vb2N7Bly0Z0LVSaXgQYNsiXAy8mvGRttU1pUupNwZVXXsHzB17AeBstYQIcSiTnz1OBOROrpnANh21jQnUa1oKF86qcqhIM7s+DyrDqO+u7SFd/p1TkgqKkGzeQLiMC7HuR46LBJVzpkBCEh0rEDtCAK1Y21z429SlEaGTSCePjG8EpFKY/8CbYaRtEWTA7Pk2qm5SyS5ZEe2w83kAmHZPbdnLdDVdDZ47EjpFbG4cjyZh5CbxTpFkLWbTJtEXqEtVsct+nPsXEVbcH1UbEE50vyZSk27NBqy3AlxZZdmmkCeXplzjQPktraoxpOuypdellbU6KFko56s0ma+2Cc0sr4FNc2aNsrzKSeHy7Byoly0YQbo1u2eHg/GmOHjiIajWZ3HwthT9BK+0ibB2pUrReQ5eCzHcoEShRY6JZ0l3ukaaBGEZAvTmOXzxCLT+DIsFoi9WQeMgyFaZ9ujXOHHyQdTKltulKHEEWLQlDoS7V0RybAkDKJGRdwkXowWHSFh1SRC9HewMqLFgiPKYgyICVDGODBUFZlSTBaysYaQW/LpmRF10WRcryiTNBdCFl3JQGBHiiDCQNdl91A0W7h6pmA0nAi/4DFYaMDZxvPUNgQiRvB58bXuUJn6OaE4zufQNzD3wc5bqcanumpzyjTUU7F7gEdOyG11gwhrLdZeXIY6iNu3nHT/0Cn/hv348oPbnOyYQMHfYq4Po6TcOz54pgASSqDNtHaCtUbUoNxueGgDiwdQ+vj8IcKYcqBEK2K4OsXgoRlEuX6Kh6MPqwTtxHAs9EX+VFVPH1K8kqu473RskBPBX3xnifonAkThoV0WFkmCsQQiKSZMD3XMBLVButlx4nLU2Zcdfn7sZ5i9EmcMC+RKFIZY3uUslH//IzFGWO0JYrr76St739jdTqEucNXgb1lZOennVgHLaQdLtddu26kmf2Px2Dz0AmHPYvF9dp1X4Qko4KKgucUITtCG36oQ1qcN2IAS6sBQFiEDyNqRKOgSXNeeaa3pEoH0x0szSMPf7nWO5LJfoYrBWEE5YgYqkGEmtd5GCihtw5ZDrC+MbNOLOCdR5vc0xp8N6CLXEOrFkjLztMTY6GLFZKlPA0GjV0vcXK/HH2P3ofV1/3MjplL3y3D5h2ZdEtECRTG+kefgJbpMikIJWGLbv2Um85FruOXCYo4cEM/ISOPP0Al11/M9IqhClJE0EtUbjuMr2TK4xsGOHQ3HE6OdT8Gk7W8HmPXZdtYbfcQs9LXjxxLijEyi5dX0MogSxWsEmGLmF0tklzJGNmx16OnznNugwaI9OoQlNreOq2hWSefHQjau4Akh4f//pLrOYdVKlRtkuWJbz8ZZeTrRwD02bNSVJv8LZGqST56hoaGRrkPJx48j7EkefYuveVMLoe4SWeS2f/IqPRY3VvXIRRrRMIJLM7r2f5qa+TRzIzKLWCh5v1UBpBqjRGyNB5LgPPp1MVYVmLsAUyzajVJOVKQdfp2DtPILZlUL54a2g0J7jmjW9ibGqK7vwZ5rqa2VYD6V3sSq48L85XEYU/9/90XgZbZYVKSIwIENbohp1kr/0RTj12F0KscfjcMk2ZMzM5grWKE6cWOHZsjrSWoJOj1NdtYrrXIZt9DHvVlbzzN/+Ku3/2RyhVTNHkgGT3LlihyzgK2BgbSdWg3qkUmpW7QT8Lj9ZNF0J93lSzZ1QwRC0LpFAkqaRTdDl19hIZVw7BM/3hVn5wrfsbY3+GS/w5Bg0x/N5+EBUDdaT3cbBYJPgrhYO3eC+xvgSCyaczxP4NyaAnRA3gOWDDaJ0JLM/fdy//oVXikxS/ZzutW1/B7//+x8i7FukliQ69VFonFGWPF/Yd4rf2/UnYt7zFWcv2XRv54f/wr1haXCSxYzQbo5Slw+JwPglVKgOPM+8sWgvwMjaoh0AcXIyjHFnJGIQBESsdP9QMeuEhKgSoCkAD4r/C3Kq1Hubj6EHfjPNIDy6/uG/hxS33i4F2urJxrgrQarS1FAJr6ds/e2Opr9uIF4put4vJVymLgjLvUTV7OWtZWFthenoCVYCTgnZeooXGiQKT5Vy2ZRuNkYTn1RpNOcuU6WEq1VpUYyASRrddRfvFJ3CJRVpLL0k4e/okS8/v58bbXsuZXpiD4hDYXofO2dOoJIHVJWxjLMg3laRuOyysrjE2Oc5Sr4S0icYyOdJkuVeCl8zPz+OFY265S70xHobqCI9QKTUh0VmCrY2gmikNnSEboySNBk3lsUmLNG0ihSFNEzCO2faL7Hn193L4wTsx80c5fGKJNKkhRdhgJreuZ+8Pvh/1xJ/iFw9SEwLrU5BQGotGh74EJZE+bNBucY4X7v8MU9uvZXLXjchLyLlYG3Dfyv4FwPpQCxhpmN5zC0vPPUomCvC6v3FYGysc6ymxKGEoHQiCPUrqErwInJ6Vnsy1wwOYTLDoLFNaYryjlCnCmhBgvMWqHmvHT3JSNbH5HCM7/i9+4++/wcsmBbdfNUImJNY7SgGp82H+iwzWKMIOMv8LlTZCBIJZEuWsAuoz69n1xn9P9vgX+cq+Q6y4ZVbPeaanBetmJ2iOjiO8pSg8pt4gU5r5576KTBVbL9vCUmFI41pSfVuWEDZD74aIzaAS50JfjpAarRIYMuEEYl9MCNTDPHNwSg4bt5AqBnCFkoLcwIf+/BMIlfIbl2Ct9K1dOL/HpV9pVa+7YCCWJ7ZDiLA+SmdJg/QNfFTrUUFuwxVKrFJjKSSFx9sA+zsZ5RFSI9N434VA+oSVxXPs3rmRVMKBj/0D43NLNHbuZNEXrC0s0RqX/Nef+cEAtbmMxx/Zz6c/eQ+JqJNoHUb6+BqCEhBs3DHD9//Y2zg7X/Kpj97JvoefY2pqO7/2B/8TIxMSGaoy6yFhwAVaA0KFcx+sx3AuVVIf1IRhS6+8w4jcWnjP4L3VHKyqy7xaZ/iYxMSqT7jYF+YDTaK1ptfrkaYpTvwz1GLhhlc3NRBFIWuKthfehoUsRSDOrMOWhqmJ9VjvyPM2ppeHBSMV3pRY4yidI00biJkpzhw9jS5DFE1qksILTJLyvDFkO9Zxx+w2xpwA1UT6QaQUQiB0wsjsRo4nGVoYhJLUW6O022127LqGR756D1tufiNS1rAGnj9wkFRBkmkOv7Sf6Y3bUF4hR0eojY2TNWr4VAWraeeRQqKyEAhWltvUnCPLMpJgj4zAUwpHkvTI1RRjo5O4XpsWNRJr6ZSGbrvAe0VSFmgvEakEmdLQq8iFF+nNbmX2mtez+NQ9vOaGk3z92ePUshpLaz1W1zqkbonOwgkaIkAd3gQRY6plqJZidqZUkEQKL9F4lg4/harVaG3Y++1u8b/YISpfrLgpO2Qf9tBeQnOSYqmNSQ2JrkfjQkGSqtCeJmWfCwjZWOWHVIJXWOPRZYeeHGUtz/iTQymJgJtm4LKmp2YKcmcDmWo9tms58MhXmd2+h4e/8XXe9oo38ezxFfafhacPd/ihN21lNu2hncRITyI9pZNor3Gi7K+zijCvZLsD65HAdYhoAW9FyvprXovbP0fXp5ztlJw7VzLiSuxLR8hqGRtmx3AJnHzyIW667XXMbNvGycfuJUl1UCwmKUkSuI/KPj5sHgGa8daQyGD86p2NHe0yGj4GgryyW3Q+BCXnDCCQiYzBMMJ8WgfOVCqOHT1NbiUNdWn6ogaQT/g5BJUBwQ9DPAuD11T7UbW1VtzD8FFBhv3N1BM92aoPElEtZqOE2BP8JQJhbxFIYfjd3/hjtK3R6bT5hf/142z4t29HH5mnvXCG8alpRjduCG0QQnHyxAKZbrBx03re95M/wMaN2/jkRz/HNx94nGZd4q3iims28JYfeAMPPPgC+x79JptaluvefRMf/ej9/PJP/wHvfd9/RAlF11sSSVSJxcoTokQ7ihysC1ZYctB/6CFaYRFh3gFfXh0DuXK4PtaGPpdB9Vdd3wpCi/elQiPO42kuDqFeNLhoOcAg8dUJBr4iArZ9+2lfRcMkZXTTLkjraKnx0gSi1rswWdBaMilRSvMT/+59LBSGhdUOJwtBmTZQzZRt6Si1WkKtrtlQA++KcMHsIAIDSFuSja8jaY5T7y3gdMLMho1oLTnw/BOs37yTcVZZ9OHBvXzvdUgnQAX7/Lzb5cihF7hm62Y6SyuMTk9jLTyz7xkWTp3imutvoNWs0zYgdY6UknqzRrcIMzyU9dizp9ATGxk1L3D4sSWmrtiK23Abz37lQXbedDsvHr6P6bpEJHXaXcfWTevIlOfoN7/My29YjyoFotFi5uZ3cls6wpce/0sWVzu85tWv5PXXXc74I39ArxYWcFkadC0BIYNnVpLRl4lLgUIipMfHBsbe0WdYPLYf3vG2iy6Cf6kj0BdBbBAe/bBZWBez/LRFr5aCS7BlGQKRJ8gwI5Uvov03VFWCCI7avkAlNTCOed/iA6frjClDYWH3SCcYTookDPayJtqypFjaFPkaraxGlo7QsB3OLnju055HPtxjOin4rp2S7371FSibY0kppSfxsg8LyCiThpC9yWoMQnzILI7ECSwdtEp4x5vfwEc/9xU8J1mzE6zYLmPTmyiUoidqbKu1mN49w9FlcHd+kPaBp/BZHV2WFEWJcQMYCEIW6mwZnBli45110Qgx+jzlTqFUMFrVOgERPPJCY2ioZDrtIB2tSHylU5TSlFLxha8/xFqvS7t3iZoofUWam/ijOC8YhP2m6vOhH2Kq1/j4Gc4ZlBaBy433Q8mBGKPf1E2VKFcCDTvw3sKiXBiVbEtwa5o//I2/opE1QSmuv+4qHrj3Ge67/xGWbIef//UfZ12riZSe5548xNlzSxT5Kju276Lb6XDtDbvJzQpvedetvOXdN4ckIGmx2lb88e98iHot4+DRc9x89dUUE+Pc8a+/i707t7Hc3s+Nr7uNJx59HOuSANEFvfl59jDhOoTnqh8QovKtH4pj9Oj37VC1jwRKozIC6su/xeB5w/tgxkoQ41gHUg4q+KrCrFwB/qnjosHFxel2AbYMBBBVZlqdRlzkVoC0FtNax+hYDSM0Sqfomsf50NgXDM8G3IetWdbLhPUbJHuJ+KAKAkzwSG+xPk5VcGWwYgkYF0J4cpnidJPxLbtYfOFJpCmZXrcZLzT1xgiT69fz5MMPcMdbv48jc8G5VMngPGutRycpe64K3dK10RE6RU6tUWdqeprdu7YHFZvO8OTIyCWotIZSjqIsafiSmfENnDxyhn1nT7Lj5lvYf+gYLfMws9dey3KnZGbLZlIt2bRhI1mjhkBw81bFYj6FFmsIwNqSkpxHT3coXA7Csvf6a/Hd5znXXkB6Tek9VgiEsGQahMooi3AdEAUIjUok1usgQ5aKUiboIVjhO314EcZhD9RMkVAVocFS4xjdeTVnn34SrRRKBncBJQUaE6CcVKFkaLIN4xAkXqc08h5FLeUvTl/DM6tnaTpPJ5HccO3LsOIpzNoSKi+RWuKtw0nJ1pfdzLotO7jihpdx01t+lBv+7f9gr+7x6ltex9989XGgw1E9xgcfa/MX+55lYlTwe//6Cuq6JJce5zOEEmSlpCBcf5V28ehQyXiN9JCKCMf44JE9PrWJei2l6yboOUc9a9JDkgmJ6HU5u2S5anoXawce4mycOmmFoSMVXiZIakFhlyXorIZWmlqtgRMpWaNJktZJkwxVq9NZmePUwafQcwcRXoH0CHRQggmBlxItKk+EkIkaE6pp3/NQrnLkxHHmF89RqBo1+e01Pv8yR2UYGdVQ1Sbph+TJIgRxL2zkWwfBRwoJ0uG9ipCTCt6DYtDI7Z0N75cQ+Jh+Lh94PutRUV3onUE4gdKKL959L1prEhkgo2effxFRWJIk5d987xt4/HNP8/iTT3Pm7Dw3vvxa/uP73sapM2doL1rWOifwKoyVFsIgtWS1nOYjH/wLGkIzNlWnXq/zug3XcO7cAuf2z3Py5AIHD7zEW99+O09+9SvIwrDxihs4duY4NRrgDMY1UKqNECImODEwCgEiWrRYEe5/VVkwaLuRsgqxhKBMhHRdJYKJ9wGFD1hYuP5DDilVJ7+UOo5++GdULtb6SIBVMEfAfIcJ0MrqxXuD95JsfDNWj4VBP1JGr6YwFwClg7ElseO20hZHE8xQloZ+Fh9lar7KHhEEq2ofHUYhcQVO1RnbvJv2/vswaRO8pSxLXv36O5A6Zf/jkrv/4dNcdeubQyMcrh/xK6WFkGHIUpJoskyzYeNGVpfOhQWWpOdJPmtpCnRQSqJ0BkmD3tgaY83tjO7azo27r0K0moyMbEA21lEKSTNLQg9I7phoOT704S/zlutqpCM1rMuRMiOzJZ/7+0+jIxk7ObuRzosvoEsBtsT7MlhdW0+eSqR2SJVG9VBwLTAekAaQaJ2EvpBL5HILUZ1CBc+c//fB8jtj25U3YI8+TyIsWnlSpfBIjFdIGbKh0gjKIjhdB4FAj0KnHC/Xc2BtjinXolOucf32y/DPfJbD5XF27N7FKhZXhE0pU4ozj32ZyS17MfVJ8gTeuHsD9z71PM988T62zG7GpZqTc3NIPUOPBicXC37oA89x/QbDT77jWqRyaAu5DMq7zFc9FGGiqrFB7++SSMLG83TeMDPWYKG9RqKCFXyS1gBDo9Zg44ZZLtu2g9O9VUTSIK010VkdqRRJVidJmqEyTsIYWU9IFoTtxrVLWMdIxibWM37DOM8+mGNXTqBIISlir4wgmlnETSZmr05hTWiCW1pa4viJ00w2GpxeyVnJ80uzVlBDaqWBcqmSyg4vnioh7RNI8TWV9U2odIvz1HHVtwhBVJYRN1QZi6bQd1ftj8LXESToFP7zT/wAS+csv/Tzv4UvJGni4xRazWc/fTfjo012XLaDy7Zsoyx6/NR7f4fbv+smXn37tWzb9SqEt2gBZTJOx4xw58c/wnSzhZeOVCekUQG4cd0GOqNdpBCMjU8w0hjBYqnVNO2Vc4hS47PgLSb8ObzP+l5jw1VEOL618bS/v114XSKZ772P0yhd5FZk3yZn8FmD/WOYGxtOIv+p4+KW+8hBqSXinBMhBy5RQ9I350In9abte9EyWIZXkjYtJOgM56t+grAB+lj/uuigLCrZoQ8nKAXR/n4gKlAyzPoIzpwCjWVk825qrSYqbTB36gSvvu0O7v3SV0mkY3R2C/OnT3Hltln2H5kLBCaxvKZqygyQn5ICvAmTBWOjmZCCTrcXJ016Eh18daRwWCFx9ZT1e3YjdYKyHonBFgZX5uhMo3pdRms1Go0ay7njoS/fzzU71jHmD+FygxIpS8sn+dmf+umQETiLylJyndATE4xNJ3iXxTk6Ao0EBTrNQjMYDkQaCFqtQzeyFGFErxCRmLs0h1KgYvYOxDUQF7uIfMbsHnJb0i4LqjnngmBlUk3DUzKQ9zWtwyYrHG09yYeeUaTCsGZ7vP62q7l84Rk2XauxXImyDtdIWOnlrHUNRmjEyCxnn/sGl03XyVdP8MWHDrF35yYmJmucOj3Hc8fajG3czerZczi5StIaY6WX8LWzgq//yTPsaUp+/M272Doh6HlHzzkyayg8qLzAFG1skWPyBTqrKzhTknc7mKJkZaEDaUamwOuMbGSMzOds2bqBl193HbYH6/beHialCjHYBIhWPi5wPN5ZPBZhyzAtNXIJeI32Fq8lVje58jVvJ19aYP837oRzCyHLV5okTZDCo5OEJK3hBSRpHWeCEeFEw7K+to61pUU6psnKt+ld+Jc8BptkSBoHcuDw78Puvd+6sUlwA2goqJyGP33o9f24NOAa+i+teC1V4oRAiBpWwtiU4zd//31IkfLAN57hb//08zgdEtzl1YKnnn0uODN4RarrPHjv4zz8pWdx0vALv/Vf6KaaZ5+bY37uMUZnt5C4MDEzJOsWKwIKM16vMTM7S5YmdNoriCSjOT7JA19+gE9+7Mv80m//DBaLokG/KQsuCCQBUfIMAsuFDcAw1CRMoPEHlvwhIQyvk0hXORSo/n0I/TLV51Z8zMXv70WDS6ovsOAWrq88CNlpiIxBSRY2ldHZDVgXRg/jA9ZuXLioQV8d/4/HmzIErmiaFqqgcPqxSMY6M8BjI8wifOgD0ELgdA1pc5q7bwOdse+e+5lfk0xPTnL2zGlq1vLa17+RT33sI1x725spTbSojt+h4uYmvevjjM5anCnRWRpguVi2ax3US2FyXw8hAy9Udh0yBe0ceeJw0pNIiZSQYGmkCoVnV7bMSy5ldmaUpS98GCd7qMTz0hlPYkpWTU5pBeOtEb75+LO8/V0/wpRbRmgfN+1Q4wvCdNBg/+0GcGUs4weZi7rggfvOHgE9jQs9Atyh0AxD2ZRwpLUmozuuo3fosTDGQYRxDUQdoiA8EEVuMMZgjUMmTT5jN5LqZUqXsGOsYPLYl+iRYhpNVAJWetJ6RsNbtIJrbn0tL8wvM7VpJwsdz4is8eFfvIMf+4W/4Zt5jXprnLHMoc/sx07tYXWlR5J3KX1CJus0paW+bpoPPtjjleuXWH/iHtLuETo2oZ6vUgjQBEderxRZliIl1LOMfcfbnM1b2MYYfnScrDGC1CmZEszMTKGSGqIoKAmwVfC1Cco14rUSMtxbG6FgLzzSXYB7ExRRSkosknRigqte+X28+MidiHyFmnboWh3pJKV1oS9HVbOOXBgTLEFmKY2RGjUEM5fKFVlU6IHq9+dUmfPwhtiXUA+r9ob+naryIZDZvnIRibFm0K/C4HXehyQ1cjsh+KQIgjcgrqT0HmTgPW589dXcdOu1fP3ux7nzb7+ATaN6TyZoqVFa4pzGeMN/+n++n0I3eeHwHJ1uh2ayDpu1ceUa060RVpZWKIpBlUHaxCcSV0swSqHLgtOnTzOzboZa3fOVu57ktW/ei7GWyoS4cg4YDiBVjHHR8gcvz0dnLiDsYeCifX5ACvLufqUYORtjDGlawzmHKS06GTSu/lPHxTkX041Y3IDsGf646pe3UenhvWf/J3+t2mWGFkmoEYjmbkHpEDTr3hrKvIcrcqy3kS/QIcqqwNWI6DelZPTYGRIZOCFJXJft7/0AZWlY+cQ9LC5J8l6XG268npmJzXzhS58JZP+I5vSaR9pePCeFkpJh+y1rgurMliU2TekVJSqOq03ThFotQcsSZRUQJhFaHI00w1pIkDinUGnKqA7Ng8obpLd8/NP3M7VhE75b0Fiex2aC//35A6hyDSM0YEgxuLyDO/0Cx772N6SbN9PYvCdIL1UKKjjhChsyrTgDCCFUWAxxAYbOXTNkYPmdPwK3Rt8fCaGR0oWkxNVBFhifsOPqW3j2yL5AXDvwrsR6FTeXEqlCP0+PUYSEL+iX8/jJczR8ynt2LrE2N4fsKU4tr/DMkWO8/sYrSYWgOT5DfRyUrrO42uayTdOkdUk2NsmGK27l2T/6Ff7Xu7eTNup85bkCV2uxoQVnV1Z46Ogqp5c068c0J7stlnuSx1+aQ3jFU0c9uJtpldfw3142x8SJ+yllipOrODeGUh6XpmSiRDVGWULR7a6Rry7RyhqIsTBobmJ6kplNO1hZLcgST1Z6CsBThPs3lMETB0VJIcFFCw8ZG+Rc1cNB8GojDP4CSTI9xdXf/UMsnDzI4r4v4wqDziR1reLjF1SeWgmSRoNSBsmrUcEWxtjykqyVfpXioptxtVEOwS3DG2j//97H/Sb6CfqhBtpqzIOP/G3VLzE8t0dWeXuYIivi9MlSGRouoa4USmQs/d4H8KfPoq1CCU+nVeNt//VHuf2tN7B42vB7v/4HrC4Z1jJoGc/YJPzk+/8LpzojPH9qBW8ss62EdZeNMzW6Di0czz/3ArJusKmlKHJeddsryWIsFyoJjbM4TOkoS8/Lr/853vvD72fPrm3MXjaKc6YfLIavI1FVVx1Vf1Sl8u3DiVTQVxhM9q0VYeRwCfuJdWGcd/jOAKUKGUUAsefxYse3Ye9C6VMN1ZFy4BBa6dMHpWuQvg2yj4GbscAFWSShq1RJgXQC4QKxlsoEo0O/Q3iPiuocETI3L5FxuqCUEmLjmEo0hfUImWBW5vGNUerNOr1zPXZd/TIefuArKP8sUmqwgge+/jV2X3crVmik8uDDQxoa9BzgwrzoohenwQWs2psymB3iEc4hy4Bp4yS1tI5Y6zAzNc3c3GKQkGpJLdFII2jKNRAzbJpArL5GAAAgAElEQVSusXnLKN99x42cO/4SqwYWO4bE9ihJmRhrsXZmnp6BkfFZNt7+bpLtV3Pi6TuZcfsY37oX8EExRCDyqq7lKstweKQPpHr18Fp3aTYLAK3DI4uI0xUpA3bqBVYVSCsR9PDjG5Ejm0iSDJnVkfUxRNIka41TG5lANOrU6lOkSUmncHztdz+LFJKNDUNTOfJEYooeI/WUWqPJH/7dA1gEb3zVMusmR9E1wcj0DJtaN5CO1jj50uPc9bE/YseGTUxOTVL6hHe9doxf/eiDfPWc4z+96xZuuizBy1EOnsn5088dpEyncbakNrOeQiukmqFden51bjuXjb6c69UZ9p7465BoiBybdHEjUzzxxBH2H58nmdjE+LY9NCbGqNkOYnmOPNvAmZPH2L55M75TkGuN8nGYHgTOJtq0BDI1OM/aaNcBkXMcNqqMvV+VmWI1FGti/W4mZrZx6IHPsDR/PPR52fBvQspo4BlMSTwKVRtFZXXStHFJ1srwBMXq52HJrI9BAx/7j4bfC3Ei7sCMsapffJz02Gciht7qxaDvKjzrA+6iYcBoD4nCfONBsnoLUcxT6qA8HFvtMPfLv4m55RbG3/k6fvG3/zNCpCy+tMrP/8L/xy/98fuxyQg7xnN2rR/H21GwhpBYh++48mU34BxonVCWAbDuCRmrrSCBFlIiEoVAkY0nfPCuj1HYLodfeJ6U8zmV8+DUoaok2PhHYYOrPNcGk1YvnAVTlW/9hlPOFw30v1OC9CruMx5nLg65f5sxxzbKFsMGHGyOfH8hhAAiB9HzvCg4dCHijAJ8UIL5mK0YG8h75xwIGfX4cfZBnPkcSloHhPK5LEtSHf7cyQucB42jO3eUxvbrEAQJ5vxKQVpvYjplXznRWV3h8s3rOHD0bDzDGPFl0HCHSYmaMi/ieepgVBkdCYSAvNNFWgOxwS/LEqR06CQGKaXQSRx2ZXOo1diQWf7wk/sYW8k59NwxtrYMHQXPHznF+PgIC8s9UiWYGGtxbmWV3toa+x99gObEDFdfexsnP/l+krJLc8/tEXY6/yHsK/n62LKgX7JeSlisLELgLzvYIqfotSnayxTLS/S6C6zNzbOydIpet+C29/wqMq0hvCFYjFYNu+CVRxpPqTSf+Mu/RvgSbQvedMU4+eo8rVaD3pql3e0xWhN816t28ejTB7nv4SMIBGmSMbN+DlV7im2bN7Nudh3rpydJlGRptUPWGmM1t7TnTvMz372HZ7sNHr3vJb7/DVdw+WzKr773Ot7358eg1aBXGqRK0HlOT2vIBaMbGpixHXxi7d/wr7Y5mqc+R7cDy21DUW+gTIFYOsGCUqwuNNm860pGxsfJRifYffW1LB87yvbduzj34nFK2SdR+tk3QmBt2W8GlHIwiC/wBpV55cDVd7jvwHmLlGAcbHv5Gzh94FHOvfQUIzVFLhKkK5EiTCoty5JgSq2wWlMbm7w0i8VV/mBuIAzi/Iy8+mlY/srQJooPUBhD6qh/3AQ8dvJHR25EMLZ0bjCEy0ZoHCk5c/e9bH7vv2M1zUifeRYV2y9KCY0HniT7vu8hFyWonLHLM/7wIz/HwtIS05tm6LTDeGKlfRA0eYcghchBOxyhXS80uFZchnEglMQVNiQKwiNtF69gae40qc+xQkbqIJhryguC7nBFc6Hty7DNTuUPVl3nSvgQ3ueHEhXBhVVSoAkG1fXFjosGl07bRH1zWNTn7VQxyF2IjYa5EeEF/WgaX2edDQVJZR/gwvAwa0okgrIXRnkmSRKM3rxH6eCxJHKD8aFpTUmQeEqC75RQnuPPPcHOzXvpdtcYGZlmRTS45bbX8PUv3otHowijg79892dZv+cVCMLo12rMaOksKRJnQ3dsYRyJh5WlZaQnauMr/sihEo1IUrxX1OpN5s6eQ4qU0kuSpIZQKZ3SoajxiWdP4ns5olFDN+o88bFfQb70Ek+9dI6Ta4aaTlhY6yJ1inYOOqtsStpsSQtOf+HPcEJw4vGvMeNgau9tweohLgIvBPhgdCeqbltPhDNtkBVeouOh3/vvAXLRMmLqsdlWyBAQRUliU6QsyZePk85sR1UVISLaXkjSQtDVMOK6fOZYgQAKo5gdzVhd8egEZqYnYf40zSxBasH3vPJqVNbAOoWXnsbkBOPjMygJqh6CfWF6yNoE09MTtGdfza/97Fb2P/Aldron2M88ubmaX/7QXaykG6ht2EEhSly5iivb6CxjtqFZzescX1ihWNN01+3gT8/0aCQ/zKtHH6dz4BtMac+LkxtQrRGyzjKsrrC4f5nRHTtZ6M3ztc+s8YrXvZGOr9PLUuh1Qie+D7Yupu96G/iq8+bCVxxn3Hz6ip8If/jY7CnjawQelWRs2PtK1u28msMPf4WkfTbIcI3B5EV/OqiTmrSWANklWSv9fLkPhxG88KIkVks5lJz+4xmyI8BkgeAnzv/5ViI7HBLh4ibqXb+ZtK9QkxqvPUmqaaz2yHSD3s4tmKefBKWxXqKtpEg9xU+9n+lf/wnatFDC4oXCqJSFtTWU05TCoo3CllHYJH00QnV9dIZYzZTxZ+NKsCBJ6HY6NEeaGKEQGM7Nz8c59hGxUao6+/65Dgfg4Et3PpxYvQ4GVWKFLA3/W6T68d6E5lwX+s5MhVA5H/qoznvPP35cNLjUa3EGtB/KjITrL4xwMiKqL9IhLxqLjAZxQZceFAkqQmmlsX23T288SiYhG0sUiRfIJHS/K5mghI2Eb/DS8f2AI1Aykti+oLN8GAhDcqRZZGpqkpXVDsYFn5/SG4STLC8tMOXj7HYfxi1XGZTDB78lH1osjA/eS4KgZnMIVpdWo3Fe4IJ8VkO0Hd12iWiklCKlJSRdpylNh1fsSHjkUAvnjjHW2kK3Z8kPf4m6L1EuR2Uj2HyVnASfW6wQNOsp+ch6Vp1g1C1S1oJLwJmnv4bDM3vV60AWSJ/ghOtP3Qt3xfYfsHC/Lt1kwdPLnQCfCk8SbUW0VmCLAOMhsC7wCweefIZr33gZzoMVBmklQVItMElC4jzf3Pc0ab1B2kgx7ZyzZ89RIyGPUFHWGsc7UJlmdnaW0dEJFlZWSLKMvLQU7UUaI2Mo60m0gMYEWeKpT+yiSxcaLR4/4bl2Q4+ZbXv4uT+/Bzd7FVIIenaNRuFpNhTeJRjTYW1RMjuW0KCFc5oJv8a6yydY62n89PdyTOxkuqnYe+xeHtu3j+bkOpLmBJOXX062fhMz02Ps3DhOe34Zb+tcfstNfPZXfporX/EORM2jvUYkse6MaxLrBgl3JNT8EDnd35xdaFQWUcJfbWJhxrxHNSa48va30zl3jKNPfA3tDUm9jinXEDKlMbGeXLUYmZq5JGsleIL5OOra94OpoPJUC8iI9SLa5NJf5325u/cUFvAG4QJfU8mYh8nuKviE6Zy2b30ixGCDtBoyHypEI0DWEhqvupHpq65g8cBLzH/yLpQpqBWWblLy0s/8Nut/838grcfgyGotOmXBmcOn2bLxckppOXzwGKeOn+J1b7yD+x94iKnJUZ7dd4DmeAub57zpba/j2acOcs2113PXpz/N+OgYV1yzh9OnT7Ju4wyTM2MkOsW5AMs7IfpNlNW1gij+GKrofHTwrvhyqLzG3GAMNBcqziqosjIArcYNyAiR6TgsLVRFzhnUUOD6x46LG1cOOW5WSoIqQ4AwaCjcNYcUwcAy3LCBLblzHmIHaIXmpFmAmIwBrCRMlFJYmwQiSgVLdqWCNLCaA+2iGKAsTbygAhH0OnT8AkIFq/Yjhw5w8/btNPQoo2PjtNdWBuWwc4w16yytGYIeR1I4j3QiLPSY0YiI90oZAZuoQOn1gtGfJah8Or3Qf+LiaFmDxCcJudV0/AgPPvgiyq4HHN6ukBnNeJqSOMnNl8ODR5Y51tN4TAzSEoWlfeY5TnzxGcbHNWPKR5mypjyxj9OUrL/qDUhlsF7G7I0+sOCtH1inX8ImyrFmEjm2kEGlSgfZuQ4YsiN4oiEEa6eex/TejMoc0srzFrxF0JA5f3bXN7FqFGc6lIniqTnLTZMJFhss+gtHIj229JyeW8DLhImJSZZW1mi327RGRshqNXSSUpiSrFlD18YwrQlm6ikLcyf46GPzfIkOi8kqfmITxqyRSIVgBNE0eKMRssuoaLJ+2rHa6eK6ipmxkvWZRvVydm/aTLco2b77Cv7h4YPsuOI9zI49xbkn7yY5/QRHFw7jNs6w3GiQXfcK1m2YodRNTr9wgJHePOcO3c/MntuxKgpevEF6jZQEnpJYlQzZyg8fF/Z2eE/wp+tnryC8I5eKZHob6/bcyvyhb+JXl6g1Gqi0jqo1mJzaQmNk7Du+TuJv3SdGBrh//4QGmyXgnInKr1DEDKDfASTow0kHHlWI/hwTf17iFYJMZatS+WkJBEkhIbH0ipKiWUPnOcnRBboTM0zdsBf7quvpfPou2l99hLVdm6idWEE6E2ZJKQk2TCx95NFH2f/cC2zZGnpgbn3tLazkK1x9/R7+4bN/xzvf/S6ETUhkQtuvsePqrZxeOswdb31VqKi0YWxmW7TtCdNuK+QHBmaSUgaW2ONRjr7IaRjKGt63jY9VngCEjPzUAEodcCvnV0UBTRCAxVeNlv3ZJ/+M4NLpdPpfGGAt34+WgVMZQGECGWe7DBQv3nusqTiT6gTC6nDxghRljnU2zsOOlZAMVYlWCh1VNH3zNUAqFSoeDZkG4wWZD6NAu+0OmzZt4qnHH6K9nLN79xXse/pJpJO4aHuwbcMU88+fRomgqPJekRuH9gKNQkiNUgm1ep3O6hpOCIyXWC8ojUF4SWkVwkrmF1aot8ZxKsOQ4knouRTrSi5rrfGpx87Raqa8+cY9NMenaD74IbzydHJHpiSv3T6BE9ATGWeW26yYkrSRMLp8jEzNcHpukWZaCxyUSlDKoNee4GSvw6aXvwvhe3gR7VKqazRkH1/NDb8Ux2XT0YJbVBJjAaTVaokBWuKFoOfmMYunaWzcgEVi+tmTIMHQy9ss61EaOmeqUeNkr8M3Vw03zyZ4A8aClSlrnTXqjTprHc+5w6eQ5WGEEIyOj4HW9E6fJa3XUWnKxi3jNDftRmjL8ae/ys9/4G68N8y5GrWxOr5vY6SYGlkl6Qq2TTieu+vTvPM9P8jZc4s8c+Rpvuv1r2OlkKyZBEHGUwcPcLSc5fqN47z+5pdxfGWR1ctuZ2T7ayiyBlcs76P95EcRSYa0BWp8kjG5yP4//x3whu7hJzndPsPM1W+hVs/C9bAFDPctxOQIgox2WAXk439VVqqUjhbtMTnykkwYNB7hHSObdzG68SrOvng/Sy89iZc1vEiptcbxqnnJ1svw4SPPavrOx0O8CkNISTjhwA2IYGcSVGX0B2QFboY+ij8gvd0Q8e+jL5kAIdHeg4SP/9nf8553vo32oYNs3LaV5XyNkycWWPujT5D+6LtpfP+bWL33cVaPfp7xkyeobdzRN3k0puR73vmWYCbqJZ/71OdpiBrPvXCYsfGMltzA4X3zFKZHZ3WNm267ngcefRTpBePj40xMjjM+2QjPSNxn2ysr/SqE6hpExKgfOIU/zya/f+2E6IsJqlUSqFkX94qh69+nN4KwadB35apSGS9dGAUSP83af4YrcpoGIiqQ2Qrry8B/9DXUatBII2LmLcBVM8R94CmqB8GYMPTTWRs6nb0jSVNwjrKwQwEsYMqJVAgd1DNSyUHpE2ta64KttZOaRGhsmTMyOkqrOcnmkTr33/MALxzYj7MWLcP7nbccP3YYazWt1ghWlIyPNDjbLQDZv5CIAHtZ6zAGfCLRaUKv3QnzFKTCeUFRGBIX1CvOC5xWOJFiez3Wb9pAkizxmqsUJ+bb3LRpM/nB+1g3puk2NMqnKAJxrXFcsT40gmaJRjbH6RUe1wPTtZRKYn2OlxonPOlTj9HYvJeJ2V0Dx4T/n7f3DrPkvOs9P2+oqhM7d0+e6UmakTTSKFvBspKF5ZzA2GtjbMMFvJew+AL3LnsvLOwSHgzGeNkFDCbYYBvLQViyZclKVrKsLM1IkzU5dI4nVNUb9o+3zukeY+T7PJh59fTMaOb06VN13vP+0jd0AAqOwJmQAvGDJ5z/IcviQ+Cn0wILZleCANJwXiCVDtwlt8D4mRNURtZghMOarLjtgpKOePC7z2A8KG8Yz1J2Dq/hhZMn8SKnv7/G+NgkrayNcQaRW7QORNKskDUXrRwjWsgceqOYgYE6C1MnWVhsgLRQ7uXIRIrXEt0fowQkUYxznkrsiHLFir6MA498h/d88PX8/d9/jY/+r2/lzrsO0772UipxLyt7yzx+eJY5U0Yyzu5Ds2wZXcN5Az2cnJkkNWW0UDT71nL5z/0F/tQLVNUkzReeYO7oi8hEISlhfYo9c4xj6f1suur1yKhCFHl8oW/WcZxkGYBGFoi8jvNkx2pca92F84pCA005Qy48TkQoZ/ACpGwzuOkqtPNMnTlJFNVJLWGofQ5X50DsBoQiIfLWFlVKmMaEx3YG+MU54yzWOZwrktZlPJAfBLPtFDedn7v8cWksKDvL88/uofKffoKp3/o40bWvpXblhazdtoPd6su0XthF7cw4a95wM0f/5Ru45w7SWjeKdBopYjw5XgoyZZHOs2PHJRx86RVuue0qSj1lfBa07kSkaDcNmTBcceUOvHWkeU6aZrQWcqZmx1i3fgXeC2ZnZ0Nb0C+RbZdfkxayaPV1Lp5uUO2Q3bt8he7zLBmDdRBkHWmXpVBO52YuG40UyiqAx571sB+0XjW4JEmQN5MdOWe/rIQtMoFO96XbD3YuVKdSFVlHB1UgCnn+ICfjhMM7yHLbFVPz3oYmlygG0gDWBze9rCM019kcHilypIooKY2OFe2jz9F0MT531DNBmrXZOLqZVw69Qv/wMOtHN/DMk0/y8ovPsfXKmxiK29x3191c/+a3USl8WZQVpFlhdSo1eWrxOkLEOnjSFCqoaW7QEbSNQFlH6iKMl5R9L4l3nB+d4dN/9SClzZeyd+9Rto0OcvCFx1m5cIymE2jvgwK0E+AcSgDCoUWK945yKUO7FKcidEVQURKhYkTBWndUmXn2bmb7dzN6zTtBebAxQgfVZOWLwd0P2wE/wtVsGiwmII+sxXlNZjK8D9DG4E1iA9IFh33mYdZddjVYV3Cbgktfhucbjz+P1oNo6/BRxEvT42jp+NZsH+/ocZSqFawMQdSbnDzPUEqjIo1CkxuLzwyV2NPMHHHLoHBUopwoqfPKWI5Hokr9WFvC+pymj1g/mNBbSWg0Frhp+wj//AQcna/wjg+8hbSV89GPvJ08qjCRwv0vTLJzMONvfu0m/vQfHuRUQ7P38CKTpSrrR/roq0ek2pHrXp56+ThxfZS55kau37iaaHqCeuMMPjLhMJCO0ux+jj42wZrXfjCoLDiD9B5LZx5B97NkPKGd7D0ogfDhkPV4UDHIuDhILUIHAIiShD1UtJS0ltQvfD295+dMHX4hGLWdQ17UWeiw4ljx3hczlc65EU7Ls1p/rnPAgREC4SxOuqCG7TuBw9IhUy6BXIoMvmgBeSkCIVt6EutwMiJrCu5+ZDeXDgxw6vFHKT38EKmIWPUHv4jUPTz/iU+x/vpL6W17Zp57mcG33ojNDSkR2sHYiSlefP4FRkZWsji7SP9gD8f3TTA2PUWeN7C5ZKG1yMVXnkdPrZfBlUPMz1sqlZh6VEMIw9relcFlE5icnEA5h0Aj5bI2lrNh5iGWt7REsFQoKlvhC2BNuLEFMOns97fj+dNpt4W59TJwgFxywiyCQRCaFSLsv1dZrxpcsnyJwSmK7MjjC+fcjlVmyJikDFBSpeQSCgOBiCQdtmiMRDhd8FTChTubAAJrcpwr5hxKgVAoFWGKjDbAoC0eWbTdOpj/ID2epYL5A98jFhHZ4FbarWPsPP88du87TFwtM3H6NJdecz2Cp5ibmaOawJPfeYhKfz9GeOZPn2L1yhXUSiAzi1aSrLmAsq3gkeA1xtgQDITCqghrFWWtGR2qhT5xpUZU8XzzC//Ejo+8l3JS4S03bcGOz7P30HFuu+FSZu/JcLJESwmUz7sgB60l1jmsCPOJudnFMDgjzCgC9SdFqjwYEgkVKCSNg+z59ufYdM07KfVK8AlC+G6L7AdJkv9HrYlGVrTDVBCmdG0UIJUmFholJVoJlJBYKTFuGqQndjE2CoeIUpLMg+hZg2xkVJMKjcU5RCKgHHNsYYG/eAF+aUcNkTWZ9Z4kigqlYEuehraQjmIKChi58bTSnFpNsTDdpLauyh98+tvooTVkBA5UWxpKvs1sI6U9Z/nlm1bStI6RNWuRkSV2C2SZ54zRHJuaIqlVGe2NGG9pfuXj3+CS0YRf/eDV/MnfPMreyTnGGhNM1XoZGu5Hl/s5b90FzNmY2cYM902O0F7366wxY5yf7mXb9D2kcQmJQZuUUw99mqELb6Q8shkvFNrbMOPrSnT4YD8hNV7rrgihEK7YK+Ez6FweYMkmI2st0lqYIW00yJpz+AKlGUtFUiqjq30kUY1y5Vy1xZZ4LqHj10kc/dLcpKuufXaC1Bn4CyEQXuKsLb7v7BnM8lbSUiVTZOx0Wo3h33MJGR7j4I5/uIsbPvPfaPzm/0Oum9QNzPzGp8gSwY4/+W3iLGNcCERfHasleaONLYGxjsMHD/Nj73gDaSvD2JxKrYzIBKvaw7TaGXmrzeTYLGPHpnhl8jCXXncpSlY4PTbGiy+8xJvf/frwnolgWxy4SSxVo2JpPHBWUFk2P+kiwXA4H5j0CrEsuNK9L0u0kiXUofAFFQTRhS177wNowtvwGGe7xNd/a71qcJlfaHVfuLN0fcWttYUhVOCiWGuhsDxWKgzYO2THWMslmYHuQNKjhSCK1FI25i1Yh5dh4OZ9jnc5Wuvu3EjKqNhcZweYoEQjse1ZhI9oecHEhGHm+DjnbdvG8MgwD9x3L9+688uMrFhFuVJmxcAgj01N8+b3f4gIgd1xIbECXVKUNGgF/T012r6N8QJdrZF7Sf9QD0InTKaehjVsGK4RiQAfRTkuHrDckQzwj5//Jusu2cHavn4q/ZKRkR6kbZMLHdRxhcO6cJiGiyrEM6UKrSQRYIJKqEIdRIAMsECHIFYiuOEhcQunOfjdL3H+zR9C6TxUjcWHUJ7DtthAKS6w/GGDOhEhvEMjcCpwBdrGI7DBtjdKke0Ukkp3fmCtRUYxPumhV1narUkqpSqrhwbYf+okebmKKGmyUozQs9TrilazEfaHEOSZIUtz4qqgnCSYHOKqpN1qkaRt4lKdXacd9A2Q2YJLJXJqSqK8JGsJfuJ1fbx44CAkVRYW27xrfZUzUw1SFzHTsvioQrvVRBlFX0+VSGse39fg2U/cz2UbhlgrBcemM1xzlonxjOEByfFXnmFweC1b1qzmnnseZT731G66kU88eIJ3Xf5f2H7wiwzbk1gV413G0ece5rxre3C1kUJrzBftoEKzT0aBG+Et1qRhhuktWXOOhbkpssVpFiZPI7ImHonWsjvH9EkdhKRUrqKTGjIugVRhBpq9eh/9R7WWAoAo/HCWDn66LbKl0fL3w15D8OkEDUsHhr/835c4HKJ4pqVES0h51nNKD6Q53lqMqnD80BTrPvQG+NxdNEqWqC3RGMZ//RNs/tNfwktP+TUXUU6h5R1YSZLEXH3jVWgD//iZ29mx41KuuuZq7r/nfjZt3MD4+BkWzDzbd2xh+/CFSC+R0SzeJvSNrKd/YIisYdAlBTrMkzp+TR2UFhRAq2VB9+zBfKdbVMxtBAgnQfpl92P5PXRdBBrQFa70gXq4LHBBoeVEqKWXObn+G+tVg0tFBz0r5ySu8+RChRpWhjGWtQYtJbkNF2WMIbcOYwWRhkQFbovEEhf4bKXi0Ctt54ANrFRvQxnvKQQMJUotmRtJVcDqRFH6S/BOhbJPOLCWkndo7aj19nDgSJWLr72JHlIOHTnE29/5br5x55dYtXYlB3bv4yuf+UuMilnMM6ZOjPPirt1c9Y43E7fBOodOYrAmSMXJIOOupUcIi4g1K3pGqPWWiJMYJSJMXGJYpEyYAZJ0itve83ZeOtTkn772MH26ydWXbWaNmOF47pjN8uB+GC27Nm+ROsKIEkIHr3gpFVFSIorLJJUyKorQcQIqJi6ViZIyUkWoOELomHTqKFOnTqBpk6YZzhmM97zt1te96ib4US1DELuTFH4ZQgQshwjZlxBQjqNC7rwMImfm+CFGtl8BLutmm85ZmqfHKY/0sWnzVk6cPsHCXJvRviEOz89gfYlPH/B8aKSMIkMnBmfCl4ojWouLVGUdfDiITZ5jjWEg7mde9vBX//g4ug4jlQzsIo3UMT8nUFGZ92wX/N2nPk9mF3jvW2+kmU1x4swC560fQtWH2ffw80QywSFIbc7C/AKlSLGuR6OThAdfOEqtWqUeSZpGky8uMpseIalXmWjNQXKMGy8bJS3VGB7sxV65k+cN+Os/wTfPnOJ11aOMPv2n9Ao49PCXGL7q3VQrdWyeYvIG6ew4E6eOki9OYxrTxATGtUFhjUNIKCUVlNJUIw1RaKNa58J+0REiigLMP4oplUoIHSN1jCgSvnO1lnr5JiiBQHe+0BloB1pcMTtYNp/pViFSY10GrhTmAEVF1FEM6bTXlvM9YPnswZE5j8kEUnm8kijj+Pjvf44//4ePEf/+Nub/+x9D5HBSoO08h3/lt4ldTHT1pXgpcYs5UgrSLKWSDGNUm5/+5Q8jncC4BWbaZ1i56QriesSLTz3P/udeYXSL5fiJE0QyYv2GVUQVEFSwbUdfuYb3LrwnzhY8Md+tsrz3OEFI4v1ywMIyzpO3gXRZBIZiTP2vgjQsyex0g5QHj8O55QoAtuhIhZBmu1X0v71eHYqsOsP88KYaQxBwlOB9FDSPlMM4ExBLPsQfhcQqS+4E002DchmlSFAI2fQAACAASURBVJNJG0xqRBCDDEl7HohuIhC/VNe8RiCVCmJ9Inh8CCWDvtIyr4G8qKJcUUVt3rKRvSJn+4jg+UfuJms0yYFX9u8Bp8FLknoF22phPDx4550kST/X33YbM0ZjpGdhrsVIqY7MA1zaKoFyoK1hpL+Hr3z670gG+3jHL32MpvVkIuGSkSqNiTZ/+3f/xEc+8AE+/5XvsGnnKLde9lrm5qdolNdSSgw3/9oncLlEeolTtshEBVqGWVX4ABmUjwgqpwHBEXrDOnzQil6nKyabAQABwguqg6Psf+pe0tPHSH1oDJ2rlcRxF8USRxpnchyBL+SdQDhBnuVBdZoGwkuO7XqUvs07UQVfJ0BENS43TJ85w2Cs6Kv0oDKDs5ZmquiLE+ZnDawbQbszyFQUxNcwmKxUaqQmR3pPpBU6SajXB1CVjAe++TjqyAOYNONEaRhVHURGEt8a47orL6R3xQ4+9P6b+fRn/4Uv3bMXLQXDVc3XnjvDoj3DBRvWcNX2Ub7+yNPMt3Lm04w01jTanno5Y/1gCaMTxqdaGJEjFUy2NLrZohLNEfXWUWYenOKpAy+yoIb51Y/dxPqS4r88NczvXz3M/W//Kvu+vZe16hAlDPPTixz7zv9HHJVQKiLRMUmWImOBkTFeRMRKYUxQHNeRQiqBioqDVsrgbqk1KopQSYySMTpOggSKCMQ8rYPD6rlbS+TQDszaQfck9MvlYDp/fxZMNsyZgtxJZxQTuG7h4WcrWYiQ6XQPxXZmMcZgnCcpRUgf2voGCw4++uHf56d+9r1c+ke/zorZBofv/CaTh09x2c/+HLrawx3ffpZbbr4BmMcWmoh7d+9hbGyS2fl5rr32KvoGe/nx970La3NGyr28YfRGmouGyakx1m5YycmjY6xZtYav3/V1kqjOus1r6B2sAo4kiYvrVQQHVFiqUDxqWVBxHdkbSffx0lNw90LlJlhqjUFoCwpB17qgC3z4vjakEyCXAQCE912I/Kut/6md1GmFhRWG/BaDFArjI4xTGJMFzSsvCCR2jxLQF0ckOhyUmkKVNS6kGqRAUEFrjTUWBNggYNb1+LZeBuVUKXEywRc3SKkIolJgi0qJUhG6byWr6UGmEbff91Xy9gLeF7yL3DG4djWqXOLSa2/hwTs/z0WvvYFju3YzeNHFHJhqUO1P8MqCjEltkKtvZh6pJT2VhFV1zxf/6lPc9jMf45v/chfTx48xvWInr1ud8hd/9AU+/Ov/mdwqVq4uMzCYkCQrabYXmTg5xfYVK6j6Jl5GoTLzFofBI9AyyBSGD4cHIQNhTCxlYV4Ex8MO2MHjCwqLL0r8sFFEFLHpipvYd+8pBlQbKeP/mbf4R7KyNA2wTqXx3oVDTkTFCzPdD4O1Fic1wkqy5jhCBfipZEmUVCtBbXCASqVCe2GWmekpVq9ax0h/D3Mzi/SVazx237e59tqLA3cGEFJjbAGNl7pwZATrod43QGNB8MiTL+KG1iHmmtCcCAz8nkFqgwM8dugMD58WvGXnKL/zX3+e3/6zr+CiCFOqMOWgh4wDJ6c4PDHBtnUb2H/kCDYzKJdjUEwttGlklnJiGR6uMTfdZPzUJMngAFY4Fm1OlKckpYgsj8krwwyv2cwX7mlz5a0lto/m/M5sxG/3t3nm5s1UHxrDixa1voj+89/IwuEniVybbLGBRRDHGrxHCVsAJSKiONgk6yhCKIUXEk/BR5MK4wjqDkoE/yRXHFKqEIo9R6TbTosGihkBnNUO7gSWs2coBSpMdGDrkq5xlZSF0VhnDrH85yxvk4Xva2cZWWYCH0ZG4eepAICx3lGulGg2U27/y6+yduWHKW0Zofe976NXC6YFWOG5728f5aZbXxNalkVlPjI8yPaLt/Pyi3uoxCVu/9ztVColynGN4RUrOXLoACMjw8zNzXDZ5Tu45OoLyKIGb3zHj+GtREUGR473ZyuaL0e+ddpUZ1UOvqNY0KGcLoONLXsO303gim8qKpEukdUtycTAsmDP2Si17//zD1qvGlzaWY5wIbOw1uOwGAOpceAcadLLjpvfSVTtQ8sA1dVxmaQwPkLHAbniQyByBL6IdB6h6ColhxLMB5iqCVBJIXUhmWWLvnih0yMCzFUoiXZFZHYulHYq4cgzT7J/7wEWZqdBlglTqDZGeqZOHGfsxGlWXP1GylvfxJmGZn5mknVTU7T6V+HSnFwD3tKyDmMlqtLPQqPF3MQc6fgccVRmuF9Tr9SZSga5JJlj79Qgw297P6cPH2BgYJg/+9Rf8+Z3fJivf+teTp9Yw44LL+b8YYhmmgUAxtISonvzhQtsZYHoBpUAIeygYkS3xxlCDEiKgFK0KMP9DeCKqFTnojf+DEcf/QdE3nrVDfCjXDqKyPIc6zy5zVFS4fJWEEmUgT/ihEdFMdoSzJNac9BsI0sxubN4H+wJauWYpJyQW0tZl+jbMIpLLbPjDaRo4ImprtR89+kX2bh2RbA1UJpms0EUJUSxCm2fap1Kby+5FbRmJvDNadRcji8PweAovjlPFGvefesVvHBoio3bt3PHU7N8Y89xfuGXPsyWiuEP/vizrLzuJpwPcPVEw54Dr2CspRxJch9jTWihtluO2VaTestz6pVDbN68hdTkzGUpmQhcqKg+SC4S2guO6fEZ+lUfDz7heddrK0zi+avc8xt9mk//2HXU/uWbtEsRK8/bycjGzRy+/7OUa5pIh8o+N2GPaO8LWK6lI+GSpjm+oBCoKA4AcS0DZxmH8JZyNZi1eSScMxfKYjbglw2SbcEeLwb8HcjrUlK7NKjuiLZSVD2h9780z106eDuHYoB1C+HJc0tmUkyhF4goZhAFstJ7hzWWq665EpcLnnzkWf74d/+aPAtV6MU7d7L7mT30VPtoiwyXZ1grwAfL9xPHjiLKklWjK6n01Xnff/opnGsyfWqawcFh+gfLCNVCHC8zuTDLMy+8xLt//O1858FHGRwcYvMF6/G+DV4wPT29DIRwdvurAMF1w4fo/Lrs+oNnTNH5oIMsK3TWiq5HKBQ6UETfFfPsvk+C7rmkREcfLXhguR8CW/8hwpUBFqyURKswC8G74IMAJOt2suaCa3CyMzCj8E+nkAoQRT8vKszABF44XMeysNhEHVa8sQGW6Qi9wsB6B+9NN6pCIVOQeYxapj8EaOXJcke1XqNneANTYydwIgcfnOqcrBLXBG3q6Lpnrtnm6rd8iGfu+Ryvfct7OGU0A7HljJdIEz6QNs8AhZMJK7duwDz6KHf94+2sPW8Hz3z1S6z8xV/hiZOOK1YqHm6spe+qa3j79l7+5pN/Tqtl6a8PUJKGfd97guvPq4dAKmwgtBUKBrLoZXYyN29sUcouQ3RQ+DQ4WcCWxZKuUkeep9gMJk8hKrPh2p/kxJN3v+oG+FGuWDlqcTjYsrzgtZRLQFBzUFFgGyspcSK0+TSW+Ylj9K/ZgpQWfITxlluuHOWJw/NEwmC1p9HMqCaKFSsHsFmdHfIV5udiVg718PLRY0idMFjtpawdKnPEHnTdoXJPPDzK7JkZeldsJm7NkJbriPY0qjkB9RKD9QE++83duHiYF48+x7r+hAlX4i++vQ/hBL/7O7/E5x96hvkFQRIBqaAkLT1lTTOz5M7iCEAMpKd5cpy9pw+z9TVXseuJ77D1ymtJSoqqUvxvP/se2irh9776ND6q49uLTE4vUCqv4vOPGG7ZWeLvJzKeH8m5aWXCMytuYOfsYxht0LrG9jd8lP0Pfw6dzbEoHdJmQCmoTODQccJio4V1TaI4IS6VUVFMFJcRUQmpE5yQCCFRUYSXOvT0Owi/pHyOdks4CAMopyMb1enn+y4rvVOxdFo5ruC5dAKRkDHCNlE6xpoWYebSOTc65GswxpAZV0iZhO8P89ygZ+mMpZEFtXOD4/rrr0IpyVOPP0Or4UE7tO7h5d2HqVR6MMohnCdXHk8GzqBszGIr5blHXyKSEaWBmNFNo/g82KJL5Vi9fTVYx6r1gFXs3LGTB+97iDzNmTAnMcqyZetahBSMnToVLBaW6cgtKReEJLszV+qAq7qouUJ80ncQeEWQ6LTXumAAlgKU8iLoplIcz6JDuhQgg0K9LwKw8e7fJ/9SLQUUh1aiGw272HHn6VmzESeCfItnmaEPkuUM0rNKus5/y+BwvuidZrlBK4VQS8JoXRhcp1xeVtq57utZYicLGTgBPUMjTIyfQZCGgb8DETlu/vGP8OQrLeJSTJa1efrALNe97X08cueXeO2Pv5/Du3aR9m1AGKgmmrnWIosLAhEpnjwwzfpb3sGmlYP0rdlAfHHOUwcMrqx4YKLGyoGEU01FKhQzM/MkUhBrRaw9a/rr5M6GiC+Wf3BkkW0s6QYth052GdqEasY4gxCq8KUIj82NQQpNR+pBC4GzOXlUZeSqN7/qBvhRLi8FJiDMSSpVtOgQ9qKAAKRDfMvJslANe5PTPriLytBa4sQHYVLhef3rruH5V+7Au3JBgo1QPsfg2aqmsHOnmRqfoKyHuXzHhRw/fpLJhXnKSUIUKYYHajS9R5ucxthR1m8c5emHHuH977qRf/7KvbRKAyS1Gg2ruW7nRUQ9Nb54/1O847ZrOXbGcurEDEJUkCUwWczo1h3IrM3c8TPMtyaJdESe52gEXimaJmBocBB5i9eeynSTwYsuZya19FYUfUODPLFvjO/tO4NoLtKKJVGiEaJFc6YBpsKefQ22jkR890TKzhE4NRoz9OIQ69QYwkVkJc36K97Ckae+gWhMk3uJ802QJbwMrq/VSikkMQQ9qQAry9GyBMJhfHD6FAWMX4nQqpVxQlQ6V8GFYk4IEGw6ltjk/7r9stTSKobK4ReQgtzmONWZWC97+mVZeNrOyLstn0KwUYQ2mknbfPWOr5DigBiHx+RNkmiYSy57DUeP7eGGG6/na1+5G+FiOoTPqBQhkQgSvMjwwrPzkq00WymrVq3GRRZnHBOnpmi329xx571s6l9LXNFkJmViaoqbbn0do1vXUa6VqVYrKJV0K+Ss3SKSdMmw338mdGcndAJJcfGiM3zp/P8S4m5JEqhb63R/78AodKG47Do/c6l31g1J3erpVdarBhdRpMK5cQWnRGKsIc0DZG/9hguCBIDNCvirwNnOXGAJI90x6+noXXWDg13aRNZ5tFJdRMj3b44OomHJctN1N2OXh+MdeZYxOTmFrvWT1Oq0J+eDBLaz3PK+D/LA8/PoisL5nDYRiTY8fMCw+qpbSPOI+tptzM054lwyNjZHbgSiMClzusR4SzNx0rMiUkxMN4irCiHKJHjOtBOq5ZinjozT6w0ZCu9yyr7BmqEqkWiF++DPDrhCBLSYXS7dYO33vReiKxEuULhCYTogfKIwMC82jEOFob93wWTlHC3jFKn12MziTLubQOg4RogChafCXAQp0NaCKjN/9CXcZdehol4y20JIRS2SXLyhn4NjLdreUlOetku4oXyY3tYEh5MSPf2DHD8+QdN6+nurbK+V0SWFUoqkZCnFgkarxf4DR6iM3sLgiuOs3TRK4+Rxbn/0Rdq2j3Lcw9efPsibrt7JG89fy1fu3csbrx0JEHeT4k3Ob335KX73Tav41kzE4MoKW/qupDk3xf4DhwBNSUcIKaiUIloLC7Q3bmFd0stiT4yzgrLM2HrxDew5Osaeh57AS0HT92KrhlR52vML5L6XBTRtU+KaWLC9FPOl77X5y6s0v5dfwYqX7kEqS+wVDKxk222/wOFHvkBr4ghSVPC+cAcUFrAh45UKZARKEyXlMIfRmkSXUDpBJ5WAIIs0UsVYF0QKz8XyReWBVLhCNcAv08HrJosiSAaxPHktWjidx+GC+Zk1BbLs+xLqVppjutk9YXbjDUoqFBJZLnHhtvWsP28LX/yL+3HS8f/+2Ve4+eYreP+H3syXvpBz+5fv5BOf/C1+7Rf/kCQqYWzGihUjeGGJyxGplTz47e9hjKBWqTN+fB7hJXte2MNbP/wGhlb0s3XHesbOzNCeb6AaEnvGcs+37qdSKXP9ja9BCDCkKAHGB2MzT4fTI5dMElm6/oAZCwl99ywUHeDDkjqy9z5YpBeP7kQVWZQuAY0XHtdh9itE19ahy1sUS75b7t9Domw0DCCCLL2MwAUMvPUCrUqIuILE4HCY3BeHvkUWiJOzqo4iq3AsMWSdW/IW6GDdO+Qohw9kuw6KpPP3zpGmaZFpRegiAGV5TpTElEtJyI4F1Hp6aU0cB2+xCB56ZpK8VKIiS0FHTMWY1OH1IicWe0inBM2FnFKiWWgsEikdgqryeFemXtLMNTNUlNB0jkZbYqs5uWmT6r4wM8o8+07PEmlDKjW1nho9lRJahuGpK0Q/PYW9spTBja8wSFvKSmx3U8DyfuvyD10YXIbWWqEv5gxOaiwyIOzOoVmYyQxCCZSUxHGCl5CbNpCDj3FGgNLEOhgOlQU0vSNvzLI4P02sq+TCBNSOMPzYjddx7Pb7iKSnVKkwO9NiKG5QrpcZMilTSlEd7mN6YoGF2ZSkJ6FXS3QUIRcNSUNTKgvqqy/nma/8Ea97368zN36E3uFV3Hi14oHHX8JZyZuu2MS9Tz/CG664mpo4zb1PNXj3tdv50lOTxFYjZYuJhRFWVwTS1Dh67CU2b9xOudbH1MwsqQ2+98cPHmEgjjGHDqJ37ECkbYgirt55EU/v2cPUfBuhqzRUmchPk7drWNEip4lPFpF4Fr1k/2nDlrWaeG3CRgH/+zbJP+/fzsX+IDkZZJBEltHrfoKj9/4NzjUxbUWaGhKhkMKhY00UJ8iojJXB0VJ0+AzCk9nAB9IeSqKCRBBrTZKcI8n9ohPh3FIiCsurFPd9WTpn/Xl5ku68LQ7UTofFnfV4Y8y/qoS6jxMKgURLx/Gjh0PbVmmm5k7xwD0vsW7LCl7avQeTRTz26FMI4jCXcTkjI8N474iimFZuuOqqS+kfqoIuMz0/TbmcEPVl7Ht+FwP19UyMnWJ6doJ161eTVErccOuNlOolTJ5z4swh1qxeS9pyVJIwH+rwSoAuaXFJAqZzPWdL3XT+LlRoBeOlO6cJAaJzFodI65cKvmLe20EH+Q5KqHMv/RKj3zm3jDX0g9cPkdwP5DYhwUuPd6G9IYzC963FFkHBKYn0gSEtEDh7dvbjimCyVNoqvCzKLeGwzuJscYAqjXMp3nsMoFRUbMTOIeuRcdEC8hZnwmAuihRSKFqZY3jFCJMzB0gqVZx33PjWd/PwU3vIsoXQDosCCUkqgdEEvoyCZp7SzA3ohHbLoLTHiwgvJT2VElNGkTtJmoNoSKyOadsKJukJzm9GMx9L0uolvOW2Ezy29xXqfb1sWV+iOfU8ff0b8XEEvoFlGM0czluMTvAuJ7IObxyuaCfhHUIqcmdRvrAscEXQxgYBQxfmYd0PjYpQEKDLnnOG/gEK0cEwnPUicKSMl8Q6QQhHEku8MwHd51NS57FZG0/K2J491K9ZQyI8XuSYDBJy+swUyBoqbTAQKSJhmZyc4sixM6wa3YI3jvEiS3MmZza1wSY5i6hJhdQ9lKb3MrR6PbX2NMfGJhlevY7B9cM8/sJx2o0p0vnDpEdOcXe6B9maoL9U4rtP74M0wQqBTXM+88XH+Oj/8hp2pYZ6/1oOnppnoWnwKqGVZxw5sJ+NwlK68DKioV5i41DlKtVqhWcPHqHV9KTtNpm2uLxFphJsTwubCnIfY7ygXelDOsUB38/xRcuO+YzX7rKoSUNZDjCfVrl4AAYI0H+NZf3NH2T8wLNkp16kUlTXylmcF7Sbbby0IAVJpQ+vHUoFnpREIpQkLlXRpQpKl7Fe0Gyk52SvSKVx1pPn7TDE98HbSUuFELKw2F0yRoMOibBzjhQuicKBV6FK9w5cgUQtDsMu6duLZcEpHLwqmEsRntUSOYWXiltedw3fefhh5hbH+fM/uR2TNdi0ZSOf+9uv0VMewniHlpq1GwcRXoMoI5Uk6U9IdUSCYGG6RWlVjc0XbkMai1YJST/YQzlplrP94m0c2H2Q8dkZvM/ZftFm0sWcSiW0NxMdYMid6wgSHWfPYTsByHcD69L1hev1Z+HFOhbQqmjN44PETLcGEmGSExCW4ffI67Pa+FBI5vx7ocjZ6RFaZp76CORyDttukwqJcxErNl0R3pii99kpmyjK284N6G6mZTamrkCEdSKjJwTMEGGDcVh4/2WxmToZSXETvMcag4pUMZgjTLJtGyckE1mEjjVDGzZz7PhxHn7kSVx9EOwCWcOihvtpOxOQS7Iw0CDAOQUCoSzWBrSFTKBS78H3D9CebWDxeOfJEXipsCoO/uWCoIZqNO0zh3msWWLtmmFWVWPsgec49dinGf7QH/LYNz9NnlSYW1RcvqFMY+Yk9Z5BFprzrNpyDaXhC4AYIT1Yj3ftQpnAhYF/IcHtrKPdTimVSnSsbsVSCrK0oc7KaP5jlxQK5y0Oz1yjgdUlhLekbYPSioLBQjmJiCSkQuF6B+kZXEG5DM99+U8RrUm0aRHrEnGkuFYrHthnOe3rzJZrXLNNU+rp56ItMY/tP0GioVqtMTwyglKS6akpkiRBShgZ7KHc00M7N5w6dpSH5dP0pXO4LRfRPvksuRZs3LqNb935AP2DA1y7o8bBsY0cPLiX1998HV986Bl8FmC7TWf55l1PMrhjB1ncZNF5ejadR9ZMmT1yiO2XXMje2+/gvA07cVqQeoN1Ct3fy5Fjh4KvjVCw2MIkkriSoLQgI0fkDURT4LIGrtnE18aolGJ2jRn6Gwv8ZM+TXHXTG9hx0dX8ynt+ir71q3jf+z5COnOGKI5Ydf7VzPYMMfHyI4j2Iqn3xElMkpTxSnd758IH0rPqsLB9aA8ZkxF5h81zknLpnOyVu79xF6PrNtDb2xP0rgRIrbHFvFUJj++eH0XPXyzjYnRbZBp8qJY7YrhAN7sPj1siAnonQYkwvC4qGCkkSghMFqw/vvv493jLm9+EyySXXLOKj/9fn+E3/49f4+d+5jcQQgUErYTRTRvCz4ksIvO055vs2befwfoKZufnOfT8YYSFm991I3OzUwwM1BkYuogDuw4AkBqDtI5tO86np7+nsPzIESKAKzoBtGvoVbhuLul90Q2kP+hjvnx22/n/7v1EnHWPRNFe88WIoSMc0lFe6UxlwvMUSL4fMnV51eBy5xPfoSQiNq1YT3+tl/6V66j3NJg1Uwxv2BygaUIghEELFVSPlwcV3xEiKIQvOxFQduYoDpTqDpucM52OYFfaQUWhcvEuoKuECDdZyyAno1TwvcCHTCQRFoSiHfXQmJunN/bML7aLvqFB2Haw4TUO25zDz81AFLI4Y0rgJUKUQHSsjTXeOdrtFq65SKQVPtIoFaT/hTeY00ehlODjXmyUgEw4nWxl9fAI61d5pvc/Rbns+O53vsCN7/3PnHhlD1/9/B3Ump505gxaHWd+IeXACy9x3s5LWLPtMqLe9Viqoeca7DLpZFyBChS8U/I8R0fJsn4rASTg3FkktHOxWq0UpQQ6jijV6vRFOamNSL1CJDXKw+voHz2f+uAKSvWRwi3R4YQmzwzzL92P922UiBAe8izHZZbLVnr2T03z5OkJuPwa7OJhRBJRU9DIHe3pOcYnpqjXgy5WKckQwjE7O4sTkoHeHgb7BxicexG7agdr1q7iyT0CJcqcWcgRzmBaEMUxR/d9l41btvHPX74T0dOLy8oI10QIy/7Dc1yzdQuLxjIyupWjpycp1aqMTc2yxlbZ+pa3YV0b68Di2LJpM0eOnsDbjFYe4PVSaDat6CWp1zjVyPG5I6GJNRaPJokW2TayjlPjp0gWDR8ZeoxVm67jwQfu4vbf+iZrZYuDz57mTqV48603k6kKWmUMjF6AjBPOPHM3OlIIpVA6wqFROsYV/XMlBc4YhIJSqRxkmKRACUuUBGXpc7HGxybprffRaDRJkog4iijXqkRR8G4PihwdeZ5ijuKXWlrdoYHoBJTgwtlZSwfq97XVhAj2wKLDOlfdAbiUQSal2c55+eU92Nxw/S2v4b//n/+VD/30L5DEVZxPQSR4Dz099VBd2UDOPnrkCP39A2zcvh6lI4gc1hvu+tqXGRnYjDUW5XJmZ2ZYt2kNSZ8kqvTRP1TDqhZ4jxQx1kGatYrXvFRbLE/Wl7fGuly45W1Ez1kmYt02WTiQu4/3/OsZVccL5/tVDZZ+tl8SSX2V9arB5eL129k7doyvH3+R0eoAfcc01SRhsKefBz/5t9z2iz+PHBkK12gcCBP8pn1HRM+HjRwiAkWlFYKOCAoAzoUWmqDwZsAHPTHpu4ekdQ5EGOR7gpSFlhLvFZFp0ZgZ59CeXQyvHiXCUSYjxrIoPPOzU/hM07fSMWss3qW0J6YgTqA5GUpH7xBGINotPDEyGUYsjOG1xLMaPMSZRswcpVwpUU7aiNkUP9+kUepFJH0IImxhjCasxx+4j1OnWpwaehOXnt7NETbz7vf/Ivue+S6zZ05yw+WrObL7eygEWkf09SVMT8/w7JPP8eJz+1i/aSWXXvMmfN8mlLRkxazG2RzjTZHtCZIkKVpoorOnuuizjqDhuVqbb34XvYMjVPpWost1EEtzMlgCZSzPpozxeNNGSdCVAVR7HilMIbnuUcIRe8H2AVg7UObLX3+Uqy7ezKqBmEt2nsfE9CyvnFpA0sZ5TZQoMudJkphSqUySKM7fvD7In/SvoWng2K4H+PK9j7F542pOzyyw4qLLWTh+kJcnmgxuPY/2QhOfaJK5GYzSVOoRrYkxrKxQLluOnU6ZWniZ+pr1xD5m/catqEoFehLmDx/GNBdQTvLSrhfRIuzZoCaRMjjcy7tfeyEua/H4yZRjUxmvjE1iWgvoqM7n/9u7+fnPPkWpMc4vrzvFlT/1MQ7POJ751J+wrSax1pBax4Hv3Ut+6614n+KcxLqMvtWjVPs+wKHv3I7w0M4EUnvA8xeu2QAAIABJREFUoCJJokpEkSIqJQgVg5JIAVpKlLBIFRHpcxNcWmkL6zXtNGOx0aSUJFgviRNLnGhEFBFFGrCEnrnuzh/C3DIgvTrWzp195fDIDqO9+DmyKHxCQ2QJGCA7AdfJLiQZkSFIOHj4CFe/5iL+79/+K0q1JitWDDA3Ay2zgEkMCRUGV1SQKgmmh8KxbecGoqiMkPDScy+RtTNKlYi3vuOdOGExNiPScffnb+rZjMkzGgsNpufmkEozsnKASEWcPnO6+zlZbsnUHdgXLSpkR59x+UzKF1VeMdvyhHNJhAqvQ4xUBX9lCYXmERTALFiW5Ifn9CJYIXSqGPXvCS6vnDnBJSPruXT9Zo6ePMWRxSl2zU0yNBHK9sXf/B9sWbMZu3qE1330p8mMCuJ50iBRGJOTpimyEFwM11S8IC+CPo1Y3kNURIWhT8dyEwFChoG3sZ7Ip6ASYiV4+PN/SCwlUaTJTE7j9EvUEsF5vp8TuUJagfAKnxhmTx2CygiXXnMtuw8exslBvGmCj9A2eIiH/qUDHeFLCp1ZjG3xzgtW4GREesEtvLj/Rd702kvRJc0jeyZ58rBBxQlUFT5T6NMHUGeeQ7bGWNF3BfUooqYa3PvCYXY89zTWOBoTRxmQLS7espW8PUeaOfYfPFqoTecsNsZZueVGGtMn6autIJWy+1YppQIjuXiPlng+RTZWlM6d8lmcQ3+OVRdeFQos70hbC0HSXJz95W0wNjLGhKpTSFAa4TNWX34j049+CWSMl4p2O6Vpg2SQt6BFxtaenCee/h5HpwW/8v7XsaYHomqZPEtIbYptN7E2p16rUyon9NQqeGswxmBnxnjw6UPsOjBDX+LY+/yzeCGZ9XDbhz/CmQs+wMQzX2Nw8jRiyvKeD17NF+/Yz+LMEYbWr2aqPcRQ3MPefBoR5cwd3sfePQeojG5n+zWXMXfsJCs2bKCNZvyVA6RTU+h6FWxooWoZoysJD718nG1DJf70Tev5yN88STo1RkXFbL1wGz/7mW+zM9vNm1bn7HzP/+DYpMcqzaYrbiTfdT8VHeDtXW6TlIU0UJHBVgfYdusHOPbCo1SyadpegbMkWoeEROlQcUuJ0Do4UaqQLQvr8Er+sLf5R7J6aiW0DPpVUkrSLGeh0aKuQgVhlUMWPiPBnrhDcTg7YenMFLueJ0HlExBBxTzvVDOdeQVdG/BOxt8B5fpOS9k7vC1x+vQEaTaLmddcc+35PPnQPpwo8Wu/8TE++fE/J4o1pngffAHGsT7UiDuuPA9rABF4M43ZBaanZ6n1VBgYGOhSKXQkUf0JK6srgyeMNljrmRqfCEwWEUqN5agvIToQYYrA2qlKOo9bag9CgAZ1QFWmsDrGU1SEZ8vKdPLUJcjysvZaB0jU8X35IS33V91J563ZwHzepD05S2+SsKFUwbicGeGZbLYZm5vh4MRhxnY/z7d+/5O4+Rly6YqLDi+oVCoRJUF11QuJUBohw+ZWhRKrEjIwnPOcLM0DidAHc7E8NyFxQYUPSFxDK81jd/8zeLDeUq5VWLNxC8Nr1lBeNcqFF2zigtVlRGuq2EjhsEU6nn/ueaTUXLxhJb1JjJMOIwwU5aGAYkMKrJAgFEpqcgTf/sY9nD+6EbxA+jKHT8whbBshDFEzJz54Hxf1LNI+s5dNo2txvasYGYiZ9MPYvM38mQNgW6xduZKRtVvR1RLGWbKFWVb1l9m8egBvUqRSuKzBt+67nwPf/fvi9Qd2PkiiKEFpjVKqq7PW+VIqyOZ00DjyHB0WAMbmZDYn90AchczQWGxucCaAL2zhHBheNzhnggpDbhGVQbK2YXahyeTMPLOLLYwTZE5iEDx/cpGTs03KQtNXd/z5Fx7luSOzDNV6WBm3WFOPGazFrBzoob9WoreSUIo0Iqoxb6t8+kvfZtfL41ipMFmTofWbQUWMrBih3XSc+N69XPimn6V01ZtBKL6zZ4Z3/cJ7kKsuYWo2gnSRcq8gq1dI2w7rPGvO20LjpWeYn5imd+Mo41NzaC3pHxrAeknWsDhTBDdgsSE4dOok3913gk98fS/PH5lApZaBkSFOHjnAgM+4rddy5dU/xrHZGCdBNBv0Da0qRAhlUL9AIKTsChd25m7K58iozOjlt9ASZUpaUq3V0UmMF4I8NzRb7QC+kIo0y2mnBmspbAvOTaX71re+jXa7XRxeQRsuz/OgtuGDaSCcPTPsHILhSxYtr9DeUWo50jJ8X246bkYdJd+l1lK3e9QBGjmP1gpLaAvVKjEnj88jtea973szN918C0lZcvHOHfzRH36861PvsVjrlkwTPcxNNTh+5CTjZ8ZoLjRQ3lPrqbB+0yoGh/oDiMkGhJt3Cp9GvLL7JE/c9wzKRAHQYHM6Rn9n0xaWYMHhOpYjx149keww6sX3VUPLRvo/cEZ71n11vvu6+CFb5VUrl/2njrJtaBXT6TwzLkWhuLZ3iOks56Vslno7ZvbEKdb09CPxPPl7n0RfehE7f/KdeFcobcrubeia0phOVLVBU8gV8xInQOmoS3TScbTUQvECpQSZ0Dx152dpnNlHuVpGxWUaGfRX68RxgtIljIp565UlarHln15+GlyCigS2PY9XMUZo9pyaIG22kAjK3rF1+0Zyb5ieb3H6xGFUO8XGEaUoAZEQuRbtxjyPv/A8o6tuxeQtRLPFtWuqTMy8wsmpRdKTe3l2zzHkqi2o2gBRqUJp6mWOtCQjJcGdd9zNT952NbWRVYisRe/gWmr1EWbOvMLC3AytuWlGBytMLGS89MAj9PWW0dVedCRxrsjeCm+c4APe2Rhhg3UkYpxz6CgKH1T36tnFj3QJj80N3jZRCKRKziK+diquLlfJmqL15Um9p5lZjs23gvMiijiKsJllppHRtpKXphwmTbE+8JyUTXlk1y4OHB/jrbdsIV1McYWraZpZFsbnmZlbYDJTzNsKrbbCxgolIOoZYWFmnPMu2snJo0dY8GXIFzn59c/SqvQy+uFf5chDu5i86zne+IGfojL7OHfcuZvpeU1kU8p9dRrNBdrtnP5LLmXy+G5mDu+mvv488tkFpvfsp6+nytxik3JSZ67VCsnT7AR5XiNVGX+9/wzOSKKqpNGYYnBwNe8v7WPlNddzaOA6Im+QeRNcG3P6KEp6MmPQcS+lynLCrSQSIlhDKIVWMUJ4ttzwExz/3t1Y28I7g9QKrRVSRWSZwStDpVZC6IjMeFTxHp2LdejwcTLjKJVCa864EICdc+R5TqQUPlruVyLCALuwXO9AcP9/3t48yLLsru/8nOUub8s9Kyuz9upaelHvLalb6taKhAUSCCGMAHsMY7NMEGEGjyfssJkZjycwMThsBzMMmwENgpnBgACDBMggkGhJqFvdUlerq6u7q2uvyszKPfOt955t/jj3vcwuQcsRQJ2IjuqsqvfqvfvuO7/z+36/v+/XuEBWCRRGwxrVZlmWZYSGhzyN2CXxRx2MGMaIBGSo5siC5OjCES5du4Czmo999BP8zC/977zz/W/DG80L514ikQl+mGkSiFEZwSERTMzUmWB8iE5x8fI1bN/yzNPPcvr0aa5dukYiUtpbbf7uP/gwX3n2OU7ff5oTDxzHipJMN1BESHBXesxuRaz+/9a9fXfGhd1985Y1HH4cdj7VZXkt+T+6TrdYwQztt0KoOqO/BiyWS8FfXDjLeK3FVtHjvgNHENaxP1G4rYRXN9aZUilLWyvkWmHLAvWZz/GW7/xWCq0obEGkXio7hip2VyOj4klUUu6hIkFJpJejk4Qd8jHVRVNOgIblKy/TamZx3iZuqfQGhvHWJAZF0pihW/S4/9Qxfg2FokTqFq60COlAJ0ShrESpQIHmxQtXGI4B1KVCpprGZJPZw+OUGDyKoErsToed7gq1xjTrG4usr8QbrK7Ady9HSxOdILIaE/Wc8sJnGPTadJ1jIpN86smnOLBvhsfeeC/1vAZaMTYzDzpDl4aODszqPoVqcvjkMd70Dd/L1fUBSgztsD1UKXR+CItQIaDVz/KWTua2LePQQuJIkCrBOVMNy0ahhrW+yqKAohhUBQg22m2cEAjvKZMW9NZJE8FgYOh7qOmUm90eyniMklUsrMNKkBZaTYU0ikB/VzLpZeW8Len1SlRWwxEQIsUHx/bydUzwLL16DlBcWm2zcOAQbeuZyQLNy2dwb30jA+9ZPfPHnH7vB8kmvpXQ/guCblH0LlKv1RE16G5v4Ywky3L6yzdYa2+TpYEk0dQSy9bKKibJSbOcQnjUoE/XBUxhsYmgkTeYnjnAwfY5Pvyhh3nl6AfQacbm9RWWV69Rz1pcvXiOWUxUYuZ17nzDQ1FcEiC4KKdVMp7ofbCABqnZf+9bufrcZ/HWUdPAKPEzwXtDaeJ3VGbNqOW7TerCazfXMf0eE2NNggwID64KERRES3cXorR9OIogAiMSWVRegwoxcu0FolP7EK0IAR3zn2PnEsIoDnrEZ1TzdVJp8BoZNKjA+asXefShh7ly5QqLq+v84Pf9E9713of5yEe+m0998rNIp7E+wdNFqUlsWVSGqYGUjEQlLF5fYXy2yfWziywv3+RNDz/KzZsrHD1xgFN330O9qXHe8NDj91ZXxSFCihSuSpRl2K7F90yEwfQtFvxa6JjsOyL0b5Um7y4hoqXXcF5lyNH66nopMczdGsZpiz3JoNEHUrz2Zf2V6/XHt6Xg6MwcEklTKC6tLbF/epaNtRXu2rePfVbyVHuVejbOSnsbzzhFf5OPfd8PcfDtb+Ot3/NdEByG+EK8q3C6yvp6KH5wLhphCiTGlwwT5AQKKQLO+srbRkHogyuRqoUXUHiBNQ7d7ZCOT5A2xlHTR5iQhqWXz0DZjtGuUkMSo4sDFhnU8C1Gb0sRW1spFU5peqWnt9NhorfJ8nqDV15+lbmFO1jZ7HNtxXJguosoPd5sk4cNcIZEaoxMGR+bRdenOHzsJBPP/SLGeULZQ7fG8EKytLrNp//8GYLtcefp00w069RbLfa94fs489mPc+wt72Ry/g5CWmN5a0CGI4go0fQjdUf1xaHCeytGcjT4NFSJ3MbaAvEmVFoSKr8oay1KR15AKyiKYtRdAZSlwbiohpPes3D8FCsvnqFdDnDeIVFc6g14YbnASUdwCuuIQ6gi4EXg9IlDWF/NMqBwrogxDlVhHXQ7uL4lWI/ILATJ9PwcwQaSWsLckbtZKjtsnPsyKq/RuPsNHJ8f55nP/BlWJ3Te9/088wefx61f4MQPf5j2EcGrn/sNyu1VrHGkjQamMHSKEoxB9AoGOKSzLDRafHlljVqmKIoCEVLCoIexFh8kWVZDuJSjm1/iB99+J09uHOHZj/+PNPef4P7H3sXE9Bwbi8skvVWE8gxknVazwWOPvw0q6b8fbTTVyVQoCAFX9LAy5+Cb38/15/6cnfYmuRNkNU0AVJowKEqSNEEngWLQ53aZaF+8eI2JZh0/J5EybmKuOg0PDwhDC6lbT9WVOLTyvYIQIqwNQwhHYO2uvf4QIh7en4GADHK0OZZlGa33bfRRHCIlTz/3HM2sxoOn7+bs+fN8/jNn8fY/RU8xLOBRQvOlJ1/g0Tc+zvNnnuHlc1dY21zj/R/4IM+feZ5v/uB7eOs3vxEtEoyx3PnAAZZv7PDZP3qS+f37uO+tdzNScQFCSm7cWIy8xp54kd0OZojnDd3Qq1kfXqsmG65bocLh+sum/cWIdxrpg16zZPUHu95tf43OZafTJQD79s+xtbbKAyfvYr27w6GpWa6v3KR0hgeaMzzVWeFw0iAVkn1ZjVqa8eonPsWbvvHduLkpdGlHLRjVBzdqqUJAMxxlgrQiuqwpo0xOqZgxFwQKh/AOi2anb6ilCePNMbwdsL25hUxSxlEk3TW63qNkxaMET9nZQNYnY8hOsHSWlkmCR4qEIEPlMhxdZYUN4BOUl5yYaTHW8pxZuc7s/kOo7hqHJzxPfv4v8LZD6FwDlWOCx6IQ+RStyUnSsf2srG0z1fB88z0trty4jsShhCLVAjAkSc7Vy1d51Roa9THmV3dI9h2jGzLSQaCmAkEpjBAI50YFIwZqebyzFVRAhcOP7iJGMORtOolCxOyHgoOhGkcQ8NYwJBkTFeXrXsUE052dTRKp8dKBCajxOTZ7hkSn6OjQyUZ7C+d8Fe3g46zRSEYpOHFkP5s3V/BIHJHTSWsCUUCqJXmquLa0HIUaNqC0Y23xZjWP5WnXDjA+d5CdrQ0SV7B25VUO3n0amTpOtXZ4uPNJnjJLbDz+YZavXufKS5c49dCbuXHpVdpLFyh2dkjSOjMLCyyfv0DpHAHFQpZQlG1mpyfZ6Bsk4IpedZiJrs1eZUi7wz/7lrfxybPLvPFtT/Do/J3YjVW67S3Kxeu8+OwZcgWlF9SPnKCuNF7XwMUEVKWT0WdgnEOGaAqaZHV0tbkefPg9bF18nvXFy0hnCR7yRhM5JPqDR4qAvE2ODkII+v1+TFb1MctoGCUBcneTC5EvsU4iRZxr8RU5GkScrYoqKHYRYmAwKPfASXtzXMKejTr+XJYDhNSkSRbh1mqQUwTo9Ps89+ILPP7Ymzl/4RJPPfkCSihKbxDB4wM8/Ng99P0apx86yj2PnMAnOcJKXn65xsd//fc4//IrPPrIozRadSb372Nm3xjf+KG3EWQCYQ9ZU3FJ169dJtevLRR/mVPBUOm1C1XtfW9fu/YKGYa7QhC7/E0Q8TC315bMhVAVlVusXvZc679qvS7bOzM1TeoF5aDg0MIBPnPpLOevXeHS+hKHZuaZbo7T9wXfeOBOSiFYHnQwacKOgj4lf/J//TLaxAn8fq9Lt92m2+kwGHQoBh3KoktZ9HGmiPLkEHHXIeyjJKNpUInHuxLvSja32mxtbbOz06bd7rCzs8P6+jorN5fYWLvJ9s3L9LZX4/NWH4b01ZdOgDcWbIkILuKIhMoQzxGCxfkCZImnpN6QJL7P+9/3KA/eP8+3vv8eyv42N64vEmwX6SU6BYFFuzDKa8nyFvMzE9i8hVSSH3rfw5h+NDpUQpJohRAOpWUcsFMJjX1z6ESS5A2scIQkQwrIsDF/viLxEQqVDAl9PSLthYiplqrKuRgSpLdr7eZxe5yzGFMQQiyKzpY4U9LtdrEmqgi3t7fjZy2jrDHRCp3XMEJijcWVltJYju6b5ujsWDyo6/gFlDLOK4QQPeWSJGFojTPsWNIkJfhArZYhZCDTTSQlioQ0hcfe+jamZw8wXc/obbeZ279Ac3qaxngDv73MyRnD3Sdzrq8skUuN/Z2fZmx+nNnH3s6Fl88xMTPN7OGTCG8pTcHG1g6lsQg8qWnj+21eWlplfW0D6z3BWvCVNF9IZJrS0orv3N/jzCsv8cbv/mHs9g26N55nvbtEf9Cm3zGkQdBIo+2Qro/z0IP3Q9Xde7/rfhGdKtIRLBrFMA7hDYmA2VOPcOjkPZHXTDRFWeCGw3gibj76NsGoaaKQqtroKoWjr2yRRxBMVWGMMdX+sMsPQIWGBD9yTwdZ7dEC5/ZA6nu6mr1y3eEmG5WLMuYCVagARH4T55mam+ILn3+Khf0zCHScwbLl6O9aV8YuOiQYnyCCI0kkE7UmV88v8t73vYd3fuAJHnzH/cwt5PzJH/8picir/ad6NUHEWJMq9MuH3VyVXe5jj5di9W/v5UX2Kspeb72GSwmwd44/DFVgo+5xd//Y7Sh3IbnXW69bXArvmJoaY3l1g68sX+Pu6XlOHzuMQjDZqDOwJZP1BgenxlgddMhrTQoC7ZUNJqfn2Ll8BdFpo0Wgnqc06hn1WkqmNanWaCnJdGVjUHUlSpQQCoSIw224AWbQpbO9jisNwhcxd8JElcb6zSXa2x0kCkLUsRedDQZb6/QLw5FDh3EeUCk+zQhJjUx4VHVzeReQPmZhCOsITmBMB+EUC82MP/jSIr/x6S+y/MoF5tjg3Asv8lt/9GW8Emgf0FOzWNmidAOcztH5DHVd58FTd5OvvEDZ3WYwgO6gj8qmyLUkVYql65cJTuBdwPoAynBzfQPdbOEHW2S6SU21ECQE3YinbiGQWpNoSJRE6RSZpFHiqjTeRyc2XynjkixF30b7F+kd0juUs9heN26kzuJNSbBxdiVLNEoK8CXOFCglKUwRZ5yCQSA5df/9pAqM8FEiWw6YSwKnZ8bxNsTukjjBLYWg3+1gvIUQZ2NQMkId3qK0plnPESFQ9DcIpqAsuvS6hqe+8Oesry6icGxdPkd3c5FsvIYqLahAubrI2prnuXOOF6+u000T2q98mVc/9QkO3vMW2oWgd+Eaj//Df44Kgns/8E+o5xk6n+DU/BhXtxwL0/MEBbLs490Aaxym4s10qpB+h/seuou59/0oaxdf5vqNReYfeJR7Hn+C/Pj9HH7b2zn+2NuwsgV5jjGWA8ffgMAjpY77ADEbyYUqnbH6zksZkEoRVIrUCoFl/OBp9p96gHquyPOcNM0ZmiMmwsFt6lx0xQd6out6ICozw2g4T1QwjSfR2QjC8n53g4uEukOEyB8NJVDOuWiJEoYcv9yzEe52LUNHi6Iw0XbfCYRw0e9MggsWoXKgQ95s8sK5C0jpMcFjfBukGA17E0SVshudkK0zPPiuezh4zyQXz13F20CmE2oTNT74nd9Mt9zh8sVrWFtFMwuBTlKElKRKjNIhdwuBH6lZR51HdcAIfO2A5a0dzN6CIvf8HPn/6vcDDC10dp9nV5Czd/1lv/c1n/Hr/eHO9jozUwdYmHRc6G0w0WzQHfTpKU+302ai0WSrVxCKAfdMzrJVFEwkM3Rnp8lVSl+VfPpnP8YTP/w9lVQwOiR776oMhzgwqYTA2whJeVNCRUwOq2i0rc8BizUwGBRk9TwSf3aY1S7IdUa33SbJcnZ2Nmh3DDduLCKl4Pixw7x8cxNRcTdSqLhB4bDBkRhLL1garsv/+c+/jTvueQvrFy5wfWB56Q8vsHDC0tm+yDtblo+8ax9JPaV+x2P8q//4CbZK8DZKQ5VWHD51Jy9evcI7+mdJlEd4Q0Zgqe+QoU/q15icWEAGR6YTdJrTGKszPbufxuwcxkgmJudwQeF8NObTEfsiBANe4G2BMAXBG3r9LrYc0N/ept9ZY9DvsLO1EQdYafPB9z7+ujfB39SKTszxVm02myNuJd73olKv2WiSKCXT42PsdDsYE/muTrcTu63x/WyWoCUkxNwerRX7hWS6McFy2/DVmxZtO5w+MklpDdZVhbUiKrVOMP2CQCCYgrFayma3IBQ71MZncNSxpePBx97MehkYr6W015bopxkHWxNce+klrp67zt1H9nGYy9z5+Jv43c+9Qndtkak0ofPys+x018laLf7sN38NvXAf57/0Sdyg4I75SSgNIWuy0iVK7UOEMaSKfnyuOU0oNnl0bJ0/fWGKd85fpN/pst3r86Uvfp5/+fc+yL/72Ec5c/ZLvPHhh5mZ38+ySUhx2CDBmWpTCxXXFtU8Wiucszhn0DpFKUnlrUSlDSKbOsi+yQWuf/WLpL0d0loDJ1NK1aAxte+23CshBLSM3SZ7uJW9MxZ7/y7ETmUvBORDQKJBVifsiigwxsVhQLGrZ4qqxeFMSLSUGv5+URTVfRu7g+GMXZyO95w4cZrnvnQ+QmWVfKbeypEiDnJ7byAC6wiVEEISD0Ui8KEPf4j19Q1u3LzM7PQMWaOOkxYtJYePzyOCHgmInXeVQGfoQLz7Gne9FcWQamOo95K3dC+v7WZ2uThZWfcjdjGtANHNY1i5qgf5EEaFLJat4fX7OljYnvW6xeXoxByXtm7QtoHj+SQvXLlEvZ5zqjHH5xav8M5jd3PHTMqXzr9Kkkhaacrq1iZSJUyMxxu7WNuiluUVDl+1eyJUUI4neMsw9EZ4F1v0KrkwdoIytvbD6dwQ+P4f+AF+/WMfxZUFUggSpbHO4G1JIvJoG2IsH/3lX0WI6PJ68do19i8cRY612OpbSiWRfqjIgFI6ku4O//JHv4f5u9/N0toK6zur9BZvMHAF5XYX2d1mwwbKFYsu+kyvrPJPP/IO/uef/X0kgTzLmTt+jMsrA44cFEzKDbTKKYBEpiRuBZ0qUpuRaUWv18YHRz4xg5Itpg/dRVMo2kWfm199BlN0KXZu0t+5ibdlJIHLPlrFri9JqnkWHfAuzlMMXZYnpUQkvKat/dte3hoclV8bFUwnBM7GTsO7kmAdg9LQ7/dBCNI8w5io6Q8hRCdq4tCfqnJ4CuMrPiyS9HM1wWBK8chDj4L0WBcni60psdaT5+kIHgtIUgnTky22egUER9FeJwjJsZP38MILZ9l/4m76wTGRNTA20Bv0uXHmMm954n4++bu/w/jkLEcOHUEU2yi9QMtais11Gq7LVq9AlwW1A6fonPsLkiyj390hCyU1JQjeUOho+Bpxf0lIUiTw7gM15ifv4IG3vZetlWusDgT/3y/+DH/8J5/kX/+zH2X/gUN8ZXubczeuUYYeVszylifeiTdVNglRnq/F0HsvQmHOGpQUuAo+jf57UR/pnUeGAkXg0B13MmhvUZuapdaaAZ0iktsT0WCtJU3j5ySH3ngjWDWMDiZK70JDQsTYhuFmKgDnDQpf8Sqyeu7YwUZlmKyktbun/r3wUgiBoihit+OrAiwg4NGyDrLL+9//LTz/7H8YmetKLZmcnhh9nrKaVRdoeu2S7fY6AZienqFeqzEx1UKoCYSKhT9+WCkiKFylvhpZ0wz9whgWhGFHMiwGUeG2l+8Y/r1RRxN25dbskWYHhgqvXXHE8N8O1fMMXQ52OaphgfpaEv/rlZnXvZMur6/w4KFjXOu3Wd/e5sC+Wa7cvMlUo8WB2jivLF/jxNwB7jp2lP9y5hkmm+M0p8do1pt0djqMpbV4QvGWMpQIH104qWSGzrmqdY1cgQ8eqRTWuRhLh8AOivh5CwiDgjKRfPxXf4WuMczqBJUIikEXjGZnO6FlIQGHAAAgAElEQVSpM5y2rKxu8i3f8g18/Lc/F9Nbdcbq2gbeRK3/iaMH8GXJ5avXUVpifeBjP/kjTN/7Fpav3WDt0nO0V1YptlaYrKUMOjs4kVCXliQETBBsbG/gn/xN/u0PvYef/MUnWZItlrc2OXQoYU61cauvsip6aCTn7BFq0pP5QK2R4bHUag2aU+PMHjvN3KHjzB85ysWP/W8UiSf1EikVwlpqPoZopV7glMcFQ79bRONH79FpgveQ6IQkqSznVXz87RxziadRibMGaw1lGb+0aaKrXB8AgU4Savhq+lqSNDXbnTa1PMWUDi1qFCpFDnoolVBLop2HQ2GcQ3jFex49yka3SzI2w06ngwsB4wM6ibM1nU6HgXU4C7VUUs8U9TSlX5YE78hrNXq9No08jR1gY4FCO3BQ9jqUts/1y0s88cSjtHe2+NQnP0Gg5OzLLdKpWfI8YfHqOvv2H2TxyiXS/haJDITgUDphqR3dJ7zU6GAIQlN68KpGkAnJ9iqNOxTXbrQ5trHE4s0lXn7xPPfde4yf/9c/SZkFxozk5PEjbK4t0i4U2axkcnYeYx2JjnMQoRwQhEAlMnqXhQSZZxhnQaqI49sS7BaDrZsUnW2UGURpv0oIaYtsch8FEhU8lLcHFkuSJA4SogA7vIGACpUZDkiyu4kNZ1SGK2aYOJwz1eBzwLgYsR19CD3RYrby5/pLlFMhBMqiAA+2NLgQ+VMRUoR2CJ/zb/7X/4DwIpLaIiG4PkdOnsQLg5eysvzPscGTN3PqrSYQ7WQ8BqnS+HogYk9hKFyobOsrhZ8QcbQivv3djkQLRpLsSu9Qvf89gV7DQjB6f3uu0xAGrIqPgyrO2I1EAXuFZmJPcJsIDj9SIcamJ76OYVPwV6/XLS6H9s1wZvkap6b3MT47B8Fz1/4DnF1Z49Hjd5Aaz8sby5TdPgen9nFgZg4/MLhuQbvXZ6yuqI/nPPf0M5y47y6ctQgkUsULpWUlmbQ2yk6rn6WI0IG1hoCFEMPEUAmJt3T6fVyac7NwdFc2SWVgvDUGY4JaUsOpGjPHT+IG2yjxZ3iVkmYJPRPAFviQcv7yDRJvY8iQGTBZG2NrMODg2EF2Vr5IrnI6vs14qpjZP44QkGYZ3jpubrRZ6QyQ5PTKQNgZ8GM/+m384M+doZblpI2Ue5vrTE0n6HKM9VDjj55e53gGWSpJtSY4h8okOklRWuNlwK4tIryPXmdCRRw80ajq5GtstMMIdsB4I8cHETcRISr8PXYwzlq8q3JfuH2ciyDgXByU1Bq0iuob5xzeWYy1BOIgrdKKgIg+ct4zNT5BYQzdXo/QK7nj7nu5+sKXsUUf6RKU1qNuVkrJ+s4mF5c6HDhej+qsAMZ6VCrjc4SAKw1SaEyARl4n0dtk9TE2t3bo99rYpQhDdPsD9P4TdG3CQt4ndwOsLZmenuEzf/ZZpianyJKSotOjt7pNd8ei0hUm98+hpKNZyyi3V0haM8zniyyv9yr8PiqgrA0YTxxyTDPCYMB77/IsXW7zd779gyhTsnJtmc7qNSYPnOTTzz3N2+88yIUyoDZWMabNYOwUD93zMEJkZImroAuBUDWcNRhrUdITvKS7s85ge5Fya5k8DNBK4YRi4BUqzQkiKsQGhSPzgvalr5At3EVj9mBUjt2OpQApsL4kS1JUsBhjRgdORCVUGJnCx43stRtpZWzpogLVh0BZloyyeofg0bCQVEGGSolRnRFC0Ov30UHS6ZYM4dugAtbFwqSk5MGHT/Ps0y8hQ7xn77zrVAXpxbmcm1dvsrXe5uVziwz6beaP7OddH3iCoCySQH+9y5Of/gIH7jzC3feeQspQzSMlVacU971ueyfywSMRQsU/jV7wHtmyqBzhxe61Ga6vlSCPHrRHLSZGCrJdWBCG1WvoajB6vmHx99HY8uuJhV63uFxb3+Dg5CSvrqwx2agz0azz1Ooi33DsFIvrG2wXbVKd0vOW+cl9pFlKozFG6RxTeZ08ywlesrW2HmEbH4lMU9qRbNUFEEqSKB1b29LR67YRSlSGQSlU2Q6FKklNAQjqKEQtJU1nccEyuTDH/oPHqDdaNGcPorNxQrHB+PgUO0WPsixJapNxwrnWRGAJhccKDUqwVnQp1lfprr+MCKCxLOzbhxgM6G0v0+vsEFyJ6fU4uG8KW/bZahfkeUYYayF72+RCIq0nFQq58QoDC4nKeGZrhtrmp9GzDZSI3klSeKQSpFlGludkWU5nZQnjPc7aKADQCUorTNlHVPJt76KqhMruInhHlubxhJOkkAU8VdcjwNrydW+Av8nlnHkNz+JsNNg0pupeVAZC7bF/eS1W3NDR90qpPuXULH3rqSU5Pkj6DgoDxgyYn5kkiJjW1+mVpHmKHcQAuSGkgoiGoM5XUktnqKUSlWVsVhCJ8YZUJIRBD7l2mbvue4iLL36VrY117n/gYZ7+0pd4w/0PcO7cS9hen5mJOlZE+FYMBrRXVhET4/ScIxNQKs21tT69voGsgfO+EpNUg4sorDPMZV3SvMn7P/hNmGKH9kDwyf/0q3zkR/977pzZz/rdh5nIWvz5M88ybwuubfaoJRu84Z7TFM7G7CIf4vCkKynLguLmFXqbS+hihVQUiCrQrycSvHMEF8izFto6QiIRaLTW9I0ncQXF9XPUJ/ej89tjua8qFVe30yWZSHYJ6LA3IMwTghzNc+y9X0KlZPBiL0HtKn8+Rqqx4Q8xUG8IH+7CPkJCaQwqrdEbFMRn88OnqHy0PM88+yLf+w8/wsc++v8igmLf3EwlLgARCrwL5M2UD/39d9G3gZ2Nbc489Qpbm20euu9+jLa8/UPvIkez096h0WohZI3Yte1GuK+trwJDfqnqHtgtLLcWkCEhH8StjsmMrtNreZK9cmUx+q4OC8vQllISKnHFrc8z7C5vfd6vXa9bXI5MjLO00+bovim01FAYvnH2EE8v3eSJg4dJxQE++cqXkSbQWd9EtQtaBw7TaW8jhSNNMlbtgFZ/gFIqnlJDvGjeewa9HqIc0O90uLJ0g/bmBq5/E2FKpDUIM6gygCzSGAauJLGCpm+QJwkmDUhS6vUJEiFIpCGVUVpsB5u8fO4M3f4AoRJMaSETJI161KEHj3QGXUlnVdFh/eZFOlfPM7tvgeL6DYRo0vGCpDXLwux+tm9eRztYPH+FmckplBIsbfZ4/k9+nUcf/TYOzMzhZueYadbI1r5KrhJK2+ZTZ3rM15okQzmxVmRKotMUneSkeZ00Tdlce4XaZJ0GA0SjhdTRO8xDJXDwcRBVVDHRPhbp0riK4BzgTSQtnVAoCYm8fTHH0pt4s3tPOShJ0hTvIqFtjcEYG+W0SRKLY6iUPWH3dCUDNOsp5fQ+ZhcOsXzpCnkuSbSkoQKH3nASrTTtoo8zm1y8fJ3DRw7hrSNPFKZ0lazTVSdYhzWGuhbcsTDHxZubSCHxCJQ1WB8QSUpne4cbr77I1tYGx0+eZGtzgzc/9hhPPftlDhw/weZWjycePcUzV3aQdoARDr29xUanw8IbHqRtAm5zHZtM0Jos2e4WBFMlt6IIOkHKFDHo8sSDk+RJhh9sk6mUpeVz/OMf/wnuPnGCn/ulj/FD3/v3+dSf/SmTrQYXz69S3/8I3/8PvoPCCezOCmuXn0PtXEa5EpXGwDjjDcJ6yqDpmICUgbyW4oKBRKGTnF4Zhw1zJFIatBJI20E0p5Desf7ikxSTx3nrPQf/1u+VLNHRNHRri4mx8dHm6l2M9B0S18NhymFRUNEonWF8eiS0dfRFCwFjTCXXv4UfqNRjwxP6azdt8EHQ7fZGXIcn4E10mAg+Duf+ws//P2ihyHLFgQP7gchzeWWYnpriT//Lk9SyKWaOjjE7P8byzVXqE01eeOEsqxtbHDkxzxsfeZix1lgVwLXLgXjvkSphbXWVWmVL87VFYvgDIw56+OtfhX6PVGHDBiUwij6BCL+5IbRGGCUCD7Nzdh//tXYyfy212PmNNe6dPcyN7XW6Wx0eOXUnX7l+mfnxaTq9AU9eO0NjrEXoF4zPTnEyneH86gp3HzzM0uoyW6WHUKCXz/HK716gNAOCMVhTkqY5nW6f3qCIOHqciEILSzkwCCDNUtI0znMEKamnY0hveMtCnS9fX6dZn6W1b5bO1gYqyfGDglJuw0bAOMFv/9p/ZnJmDhLN9fUOUkCzPkbXxvYXkRDCAKSglSec+cpXSdIaj7//u7h8VdGgQKuUtFYjrbdImgWrW6+SZE36gzY5Kanw1FsHeOX6FXY2c2SrjsQwmQ0IcoLPJe+m0f058mY1mCVAVx+cVIpExzkVndTxvS3swCGlJQRHKCM+G11sI7ylBKjhrEcQqCQjSYaTxSDUMNY1krj2dhL6Hox3FdSlYnGs4L2ARqe1kWxyJIvcMznthSCRGT7A9EzKidN30l28SGkMIsnJ6nWcFJSlpTExzqF5yyuL69xcXkEIwfTEOM4USCno9wsSlZJpyURT4T1M1+qcW1ohzTTGeqwlYsplgRCKpevXqmwcRdZI+Mozz/COtz7Ok1/6CrVaDd0cpzmZMthYRhqwKnridZaX0a1JpnNo6MD5mwYlFF4nOBcIMsqBvbV426WRzdBrtzHeUvT7mLJkPtccPXIXv/TT/5bf/vhv8bP//if47g99O9nMHahkwOIXfw8RtkhdP3bGOBASUwaCF3S7faSU5PWEej3Bu7hxWGsheITX5HmGkGpkG4OApD6Jd56tzoB6QyI2LgNv/1u/VxKlMc5TmjJGn1cqP2vtbhx4iBJd5K4j7xCJGbmBCxM3eG/Ap6Mo59jVV/eX8OBjVks87VcSIuGj4ssFhDIUhcNVCY7WmpigW3gaaY7QFq0THnnjXZx99iL1sQRsiSGQ0CSf0rzvw2+j1/N86VNnWF5b4ls/8gHWttY4ePjIqBCWclC9NgGYyFuMFHIREh/6MSoEag8kNlLL/SX+YaIqmGFPdxFXlcw57OTEnmIUYr5PnPVTVCku+OBHnUyoHKZvhcAiJPjXgMXu33+Y55eucvfMEVaE5ouLl3jXwdPcdF3Or97g/rvupGEFVzZXKdZ71B/eR2fpCv3NNk4lqBSkzZF+ha31dQSBREVvp15vC2st4/UcSYpz0bTO61rcnIRgMBjQ73kSpUgSRSuxiDSn5j1PLAjO9wasXb+GMwbb2aS7WuPYXaf5zd/7E24sd1BJzk6ng1eCXKc4pegMeqggOHhwHmENRXeHlZUVoEAzxtNPfpGJWsapR/8Oi1cvkLKN60u67Q790pJPzCP0JioUdDslrfoYk8fv4j3f84/45R/5KNalZFs3uNbP+f2JD3Dt9/4dzUSQKUeqE1KtsKYgSVMCIkYYq4Qk8YzZPj4tMekYypZoKSoIKd6ASmu881WYj4txBd5WGKqqNu0Id4gKgrmd7i9KaVBR8ZPnOc5WEQbVshVMNiwue60tQgh4G7kEjcCrlEPHj7D5/BhbfUuntIzvm8I5S5o2uNlxzB/cRx/F5tYOO50eV9rd2BX52MlN1wYcPrJAd9tBmvHq8g6ZyiCRdIk5KFF15Cu7GoGzgQsvnyXNxzh66gSXrl7B9to88vBpzt0coBOYXZijKCXLqysgNfVaRqffZyxscmGt+jwCRKt0j9A5hXVIM+AbTk1R9Hd47JG3UBZ9StFja/EqV+rjzCzcxec/8Rm2dww/9r/8OKbsMzE9wXvv3M9Y/xwdm1F6T6/bxiNI0hreC5SKg7vGlHS7HQrjqNcbKCRZXifRSfQBqoxOS1OCiHNRunIEr6VJ5PrK2xNzbK3FWMPOTmdXKTUcqqzAmVA5WsSePa69g4Lee0IlagmVYenebVXIEAvL8HGhGtgcEeLDbJiA8R5rYwSAIA4y/uP/4fv4xO//KVdfXaIuFYXv8sS7Hubss+fJsoTBoI9zAqFTBqUnzzKS1POmb3yUGzeu8/nPfhHfC4iB5tjpw9jgsSEWzeEaduxxzwOdVB3Entccq8oe3mlPwdk7lT/kUgSvtXdxsKuw2/PrkH9xVJlWiJHtS6wlXxskNvw3v17XAl+nuJxZusIDc8fZFIbeoODY5AyfuP4ClIZ53WCwts3CwSOcDCndycCrr77K4YkZLg02qSV1upsbpEozXkmMtVA4F9MjG7UUVbPgBcbHzIqytIggaFUqs7ymCRpynWBNifASLQWbvTbSOa5uOFSzSZ5o6pPjzN9xkqTe4E1vehMf/91PI4TFSYEICYkWZIng6LEjIBRXr19j0GkTij5aCKamFwiqQ2OswWe/8DRnzjzPwuFjPP6eb6I7aOPaHTbW2/SMoqb6TB57gMOzC6Qzs6zt9Lh+8TydxaukE3Mc8V/l189JMv1bpGabvB6QaUaaRk5AiqiOC5UuPkkzgq/THZugvrpN5vuopDay5ZYqRhP4IPBB4oPAlW70QZcuBiZprSlNH60TrLXRZv2/4ib4m1oRyRC7CZlaQ/Xlv3VppSqYY5d7CWr4RXEIpyDNKZxjfyth22qCgkxmGEoaQnNto8Pk5BiTY2NRluoM6xsbWOvJUsWB/TNIKVntWqxPsL5NniS4YGipjIHWdLrDxL8hbuDQUlP0tnj57IsEIZFK88qOxsoOc+NNrEpx0jB/9BjoDFSOtj06PcvC3DQ3t9pY6ykLi1A65tUUfZJyh5awnDz0Bra3N5CJYn5hgeuNnLyZ86k//gPm734A2eyy9tLLMDHHG08eolh+jpXSgx8gU02tliOFZjAoKY1FqZIkzUmSGG08pjUqSXBoSmMpSospHUleQwhF3mwiiUFsOrhRfHaWyr/Un+pvY+lEkuctytLGOSAhRpvuXpzfe48fQkBV1zG0NIpQcFRcRVflangQoDJyHK098cdD8nzv/WqtjWIUKbBFybHjpzh5zxR/t/E+Gmkd7wU/9e//I6dP34EjKjYjnAu24/nMn32BAwdnuevuO0izBsePTXPk8Dx/8Aef4YUzZ6mP15mYGxu9nHjPD0MVhx1IdJuQcrc4CFmV1ltUYXufB4gRCqJK2aSSbFcCmNdAWwwzXPzosaoSPuwt4MM/ibMtey7jf2Vhga/HuUzP85XNG0jjeWj+EE9dv0ADRSNtMDM1xYl9h+g46BaGQb/NPcdPsby9zdarSxTjFqRgZrrFxGQHgqQ0ATOwaGewhcAIibFEJU2FtTpK8B4lo4Y/ESnBOxKtSBJABcaEZtA6QnvpMtPjMpozSoGWgLfUa4r9002WVjexAVQQUZ1kDRfOv4JXmmazSW16Ct/vUs8yblx5hXunJgjBkcrID60uXefjH/0Zjpy4m9bkFIff+BjHTt/DL/6LH2b+Te9GTs6ytL5OXquDELhBl8Hli3ymNcvypZc4tDBDIqCuU2pCV7YsVFk2MkpBRbwBbOjxwHt+gBf+7x+i30uQoojQl1Yo51BCYlxUkUlZpTrGN06eJ3FCH6jVI/SklMI6WylSbt+K1huugjACxg6iS7SQMTUzeKyzESqqZlGG3Vl8jI+nfQFaaBqTM6SDTcbHWqyUBb4MyFwiQyBPa3RKR00KyrJPLUuZHG+hdYy+3umU2BCQKsH2Dd5aClugtYxKtTSNxWUIS1TfmbIsqdXrkDZwQvCWt7+L55e7aG9Z2d5hZnySLE0woSKKcRzfP8GVpT5Wa2SSoIQjEwnGWbyQBFvGA5KokzbGMTurGFHnuWfPUJ+ZwyUpj77n3axur3DzZpe2uUmeBCbWvgJJCqJLGTTFoGB7u4tUkkajznirDlLig8IYy6AoCKUlhJIgNc4LlE7I0gSdaKRKqlh0T/AGgSZJFKWNHUw0fPzbX0mSICs+0Dq3y3V4X8Fi1euoIKxdlVPcJ0awagUDKSormBDTFocrhIBWquJy9ryAiusQECPTteLt73gr16+t8c3f9C5+5qd+hXoyy8//1K9h+xbDNm9+9EF+6L/9MWpJPbpEVMOrIjM8/o6H6XRKvvjUJZavf4EjB4+x7/Ak7//AN1R5ZpoYwzyc0ZFRaSYrZ3MRhyclIKPIuioGe4riHij5NcIGdgvCazuZYTHdhcEAbi0NQ05GCYH1u8VutzvyrylSo8f8lUxPXK9bXJZ6O8zVxlmYmeD5xYvMtsYZT2q0bcFUNkZHCLbWN9naWOOOw8c59+qrjLVaHJk/wFrRwXiP9322NrpYH9uvWpYiE6IMWSi8cIgASYAkEViXoIUg1UPCN55sjLUUpcaHATvpGE+fXcES3Xa9B+U9ztgY1VpvMjcziZSBS9d2GEgLvR7UAsfuug8jFb12n9IOaG+ts+5KajNHGIQuNZGitaMsS+qNBi4ILl08T71R5+WzZ7h0xx00Ms3GzhbdokDlDRqp5s//4iu4zQu02l/lUn8fxfYKtjag1czJa7r6Yit0muKMwViBkorG2CQkCYgx+pMH6LfuRPcXqaeRV9G6avuFICH6P3nvECLOiIyKTQgI75FC4bynLC1aJdEN+rYtj6nEBVrHvHilE4wxI9VakmQoqYYAclVMGPlKqXhsi4NcHo7e+yCrz3wapSSJ1DgvUSKh3+8wXZcMguTi5g65rmOExQ0sSSJwzjMY9LHGxIFTEbveNE1xpkBoifFDh9w9J2MAGRj0e9DvkI0f4NkrayRJSpDR4qNfdBGyhk5rUCmulO0xMTXLyspadOH2BiE9Miisi6frO2cUdZ1QDLro1jS1+aNsrHZ45Fu/nefPn2Xl5nWO3P8EF8/9Co3Scd/RGZavXkPIwESuCcKSJil5rV4Vcej1XYw+NmUUzaQZUunIdylNI8sx1uJcifYpMpEkqSSgcE6zs9PFOUder9HZ3Eap11cA/U0u6yzNZjMe/NxQpOJfs7GNlLKhij3fwynEgT8HMsZ/exG35aGSbLQ5jjrnPZLdEO+vIAV5okAbms0m3/XfPMSl82v8+E/+S67fWKU5oVntriNFjae/8BIqJKg0QnaBiEQY59FZxmTe4JHZSc5+WbK6dJO+79ErBtx5zz2sLC1y7oWLvP0b3xS7wwCLy4vMHZivigJopUdig1tHSIab+l5H8eHvKRUPamJP0dlr/zIsOpWwrBIB7BU7DNM0xWsKF2Fvnk6IycFUNjF8bZG6db1uD6y9ZNsM+NyFr3LnwaM8cOJuutYy3ZxhYmqOl86f5465BbbKPi9dv8rioMOFtSUGdXCyJM8zjh3cIq0r0poiTaI9ijWBQWEw1iGRpCqhkWXkUjORClq5oJYIaqmgUa+R5yl5lpEmhqxW59q2Yae0eKUIUkWPLakxzhGkIklSGtMt3vLQvdRDl0xYgjMEN+DSqy9y/doVNraWaLc3OXjwKEeOnObA5Dh//FKXVavodDoIqeOkrzUIEc3zlBRsb25w8M2PYp1FSIsXlnTiED/z07/Av/h776aRK4Lt0WrkGNOnlSsGvV5laeMxpkDpCn4QGmssyBSdCDZW+mTKMlHhr5Gk9xWBL6rOPhaUoTgg4EdfpuHQWfw5ql9Mf/B1boG/ueWqWNp4Kt3N5VFKkabpaCJ7aKgp5S4M432ICi+I+R5CggI9sZ+NbsHS4hJBpQRTYga90fPXkoK75qbZ2Fxl+cYKK+vb3FhcZn1tlUGnEwcwXYkOBXNTNWRwaKkYb9XpdDsRFhFDmaqofhbRHQBFsXWD9nOfQvfXcGXBZKvFRE0jhafo9yIU7gJBN6gxwIg4MCd1iqiSViWehJJHFhIWTpxkkE2S7TtGq9akyDKuXVvkwNF7efw7voNOYTjgr/LIww/iFs+OrpGXOS6kFCVsbnTZWOvS7cU8FucH1LKUer1OmiV4LGXRRymBsSVJGjt1EBRFyerKFpvrWxjTo17XjI3XqOVJhMXU7TmMOOcqw8hdAn7vr37PCdmPQqr8qPgM/4vzFpU3YHxAfJ6w6681TGAcbrCjzbPy7Nc6ktOf+N0/5g8/+SRvevQu0oZj4eAk3/eD78OGygkjxAPh3MGx3c1fQLfTo73Zodfuo2XGnffdxX0PPcjhhYNcfvkiRW+b/fOzPPa2N/CHv/cZlq6vYYxnfn5/9SSxqG5vb6KrUQWxp6judSwg8Jr3P/yz4fdIDiXJgde859G6RYodAqP0z1HnGAIENwp8HK0Qu62/Ec6llaac21jmG+5+iFarxYuvvMJbTt3Hy50N/vzsM7x9/iRXl26ghGZ1sM2B2f1s73Todg2Jn6Rjdugiqak6MimRIrqOGq/jsJ93SAWJFvhgKAuLFVkcipKOLEnQUUuC9QMCEpNOsVOsI2VA6RSPxAYoXZTyaZXywvmvMjt3mMH6RR44dZAvvniNRCps2UfqFFlJeJGS5aWr8eIKSb3e4KW1Ou84ULCxsUmSJDRqNQQlaZZFIi3AwFgaKXQGhlN3nOB7vu3b+Ecf/laeev4MqYQ8kWAFWZojrGGqWaOz0wGaqGaGMx6VBLy10RbEBYqBpVnfwjmwOipY7DBhj3ja0DqltA58wJgSoaqwH+dxiGpGRFUplYJms4EXt69zSZIELyJ+bYwhTVPa7TZKawKV95pMRjLLUElHvXfoJCUAO51tjDdMT8yBCOSNJgMUWb2GqjVBCEpjsEWJNCVCCvK04NT+cV64sl7NujgaWU6q4jwRKjbwjTTa7wupaY01kYtrcXC3ys4YfY2qIhNRaEXAsnruWaZPPsTaamBivEmz2cIS6A/6BDQpBW3jSFWgGLkzS4JXiFCShoK01mJyahryCdauv8L1vmF87gBjBw/z8BvvpdFy/M4nf44j0/vYvnQWaT0Da7E2sL6xQqNRp57npKlGK4mQoJOkshVxWDNAiRpZVciF1rgQ3X63d7rk9TGkDIyN1aASgPgQ5epFaTEuYO3tOYwMg6qGyZJDAnsEq6Ir9VOUEQ8jvm8lmIePC746YI02ffGa5x2qzWD3pB4VMUN/wzreScpygLWOX/vof+bmyhb/07/6Ef6PX/gx/ul/9xMRxgYOHz1I5EdiUVNb6A8AACAASURBVFq6eh03kPS6lsb4BAg4dHKefYenOXr6XXz17HlWlzvcd989fMsH3sMzz32Z/Qf24eXQtDdCfetr60Ckh2IeWAS0QohFULDb0dw6v/JaTkV8zd8Je68Noxocr6eUVeTIsDAP4bPAbmWquiQh97gC/DXUYlvtHm8+eAf1LOWF1WWOzs7zG8//BWNl4K33PsjTL73IihtwYu4gqSvYPznNvtY47X7BhuzzlZVrnPs0jDda7C/6PHxiHzPHBN5EXymtJM5DUZTxXf7/vL15kGXZXd/5Odvd3pZLZWbtS1dX71KrW2q1Wnu3JCSEwYEGgwfGwzAKDDbGxDCMQTM243HgsME2YWw0AziMZwBjGGM8gEAgUGhvSb2opVbvS3VXd1V1VlXub7vLWeaPc19mlpYmZsB1IjK6uirrVr737j2/8/t9N5mQmDinrqua6bhGm4yyacBaxPJ1SBlIjSKZNqRGMrGOkbU4kzB6/nk8gqNHj+MCXNruc+Z4g+p1+OwDT6PrMSLUUE8g7WMTg3MqMhXdkK1hydCtY5e69PIcKQVFnmGR7GwPSTs5PZ2ivKK3uMTGlS3+8d/7EO+553a2Ni/z4oVXMBq0gjzLMVpGa3zpObLUQ2pN3XhUmrB8+AhF0aFTZGytvkSmPGphhTf+7X/NF37uA2jhSdMcqTQeH0deypGl4L1CyoTateRBo6InlwvUVUNZ12ipGE0t66V7tY/4L3VVTY0PsbVOk5yqqcnyTiQXKLPbtkdtS8AYQ9LiMAGPFJqkN4d1jnI6wTlHVVU0Scb6+pSRfZ4jKwcRMsHaCMSnaYprauYyzR2nl3nkyRc5sLAAwWK0omlje713NOOa60+fIO32efCLD1O3HZRSMiYahqhvCEEQhGGwsIjJc5TOqJ3DjS8z3rmMHc4xOnCEw4eWqQlMA1zembA1KqlImRkkBhftNZzUnFnqUPT61Pk8jIfoXpc3vuVdlN0ub73jMDdL+O1Pf4r/5jUr/Poff5xsfAmhDApBnqV4ozCJxiHoFVksJElM/LTOY5IUFSSVDbhJzXhURUcJIUnynMGgB0ERpEaptuh4yXBrzPbOZebm+iSJxlwjy31n4xisbhqE1AQbNSVuJraG9hStIo7SGtlG6WXb2QKgqIOiIxwehWG/UHKGH3hm+/Ksu4msxXg13YLcGMF9b7uXaVnTKTr8je97P3/rv/9JlIF/+i//IX/vR/8ZHWW47Q3XYYJmy3uCF9x66028dPYSx0/M89jjT1IOAxcvvsKb3/U2in7K9aev59zZz1N0CoaTitfdeQce1wogJQiL8Cnb6xfI1ax7i5ZPs8199rpna1aIv9HX/tFYfLnha8ZsMwylfQ9nxpVtdY4ubZHpuEv5jk8Ivk0HnumPXm29anF50/HrqVPN+taQm9Mlnly/wMEk477bb+fLL73AFWM5NXeQI0srTOsSW1u2mxrbWLppjpYaoSXOe55E8/xjq7zuxYQ737qIVVtUk5xpaKKeA8FkMgHp6OQFEFMhh23OvdQKiUUSiQGJNGgRWOjnVFWFchU6VfQHfQoNY2sw3QLpJhxdSJCqfcN9g6t26EqPFDkTr/BC4VscQLoR1mVkicEoiatrhJFkeUrRH+CUpnfwCAdXjvDvf+nXMDqwtrGDNjWb6yMOrcyRJZo0NbuW4ibJqKwncWNylSBqy2T1HFOTMO0t0F85zvZ0hcWkoFYdyt4pBpPzCKnwLqqInW+YliUE1dK2Aami6aMEQsQptNTkacZ0NKaWBov5pp/vX/ZKsyJa3TcehMOYtC0iKZPplLQNhkqSvbjDEAJN3UTWW8sw29zZIUmSGISVJBw4eQOjzS9x4vgJnI32NiKNI67taUmuJMI25HnO6286xYWLryCTPBJIGov3Fq0U2eIcxYEVNja2OHL0CC+vPo4SUfPhBFgEh45fR9rp4+IbHIPrQiDxMfsnVDWT7XVsp88rFwO33HwLL1/ZQOY5Bw+usPnyJlJEp+7QmhErJzgwMBHoT1bonVzmoFS84jf4u2+8mQzHwxfX+Pb5IZ9Qd6P875FmPYxuMEqijaSsG8qqJku7uABpkaK0wXtDaCyjYc20LCl6/XgSNxHT1FKTJFEBL43BOtjcnjCeVjTWsjA/z9J8jzRNY5HV1wZzybKMsiz3sJWWYRjHO99YtBc3T9hXJqKK3LedCVcD0fuvPRsdRwr83mk+js0C3byHIOW3f/s/8+M/9bf47KcfYVJu8453vJlPfvxBzr+0yj//lZ/gp3/oX3Lw8GECMa4D4M8+/gB17VlaHnHve99F1ZToKuGLn3+QtMg5eeN1fOv778H5hrzbo/az19n+HCL6kCkVi4DzFinU1+Eu+1/XVZjKvl/v/77979+scZkRbXYtXsJeZxRa1vPeKG0P59mvzt9bf4HO5YGXn+f9t7+FRzZXWcoGHEg1b7ztLaxtj3hmc50jnTmcAFdX9DB8deMChwYrnKtH3Di3QDkZM5ICl2XsTEvOLBxkIgW//JEX6RjNt78pp5M6VKFR0rDQT2msxxgFwWEbS5FmyAATB5NRRZIo5ua6bKxuYhpFubUTKfxBU0iF9JJa95hfWmFztMmWVSx1RbTfaN8bHYByTChH9BLdirQEDZr5XtKyVSxCG7y3ZKoLScrcgcMsHFghTXtsbm+zsbGG9p6xUwS5QzcXeGfJlYizfqNRREaRVgKhc7wAJWE6rSlUjsgGDE7dTHf5KBPnEcMNVk7fxcaDz6FthTYS14CQCm2iFkAbAyGyzZpGU9v4QEVMwxKEpLOwwPrGBCeuDfsHospZSI31FYlOmGlZQgikaYoQgvF4jPeeoigidbquSZL4vZW1TOuaTid2O+PxGK01cwuHWJ9UHFBdXl49z/nVS7zm5EFq58izLkrHYLStpoTxFovzXXamDWhNfzAgyTM63R7rW1M+++nPcOLkSXSWs3DsBFnaRSUGq7I4/3eWgEdJs/tw6kDUxDiPVg6RgL98ntGgz5ee1KAz0jRBjF8hVJayzVnxThBCNFA0wYLJ8B3NkVvOcGMmuG0hITBlvTFcfuAjiFOv5zd//sc4keaUwWKbBjKDVJCnBUIJpDDYxrG5MaKqGvpzfYoiIysy0jzFCzBGYZ3AB7CNZXu4hbUeoRJ0YsjzjH5hkMKQJe3GJi3G6HhvXYNV13UcYTpPXdekOo50I/nDfdPNMgoe95ySPY7Ghta3EIIQ8RmL/7e7KQpmXm+iHUVBSxNECsFkOo7jZJEQQoMQmi989hn+/k+/nbW1y3z4536dNIcf+tAHWTm4SCDSloWAE4dWOHH8NH/6sU+yff2QhWMFU1Nx4Pgy585e5GDlMFmHYKd4WgeBVpgoW2KOUbQ4X4tDhv0/7+znjD/z1xaT2XvxtVv/VWOzlgUWmZntWCzQdoF7GJcIIUag+Bg5/XXvfwjfsHh9o/WqxeXoiVP85v1/yt+46z7+7NkHeP2hG3n6xZd4fnyFvMhYnj9Akqe8cPki0ksODxb4k9UnOVJnjLoDik6XobCkpSURMNq4wq2HT9EcP8mzFy5w9rmKu+7p0TSe0WQagVRA4uMHZzSTabTosKpgbB06U6wsdHn5yg50e6jCgPNkgwFyboDOCmSS8PjZc/Stp+7kFAspoXEII/HtBzMzfHPeIRw4JDLUHFo5sGu2iEywriZIEdMMqaJ6noaqDNjJiDTxDIeCUVmz3O8AYGQgUwLnY77GkUNLrK2vM6lq0swQXKDT6TEVgb6W+HGJryo8DrdzibVzz9LJCqQIKA0OT2NrRts100nEn6TU5HkHKSVKxRa/ISIEUghEIqg9VPbajcUCkfab5bLV2jS7IP3MlqPb7UYxm1KMp1NGLSYjhNgFd6sqCvk6nQ5SCJq5JRZW5vjM/Z/jTW+4nUMLA+5/6iJ5s8ldr7uRybTC+4BBQv8AiVHkA4HQkiTJ8MLw6fsfRCdd7n7zG9mebPPFx8+xsHAELWIqY90EkGCDRAgDeFwgujx70L7Ba403Cc46bDNBT2r89BmquZOcq6akKrCj5hCENk5bxVOirFjfKglB8qHvvhvlI7iOd6w1lk/+7h8gT7+Tn/0HP8ypeYcTkNRTZN5hOh0zmowxOqOcWpaW55CJZ9BPkKpLkiZUtcWYAuciGDvcmbIzKfFe0un0STKDlIFur8DhSLMEKRRKCrIkQTAzc7ToV+f4/OXdKyFa3dc2ps/mrbN38DG51jkHRrabXNymhIi4HVIwU/vZYOPBsB1/7lls7aPMCgH74nx3r0VLP5/hPDJldXWLS5euIKRHyZyf/af/hp/4yQ/yAz9wig/9D/+chX4HbRRN2USszsPi4iJf/eoD9AcZTz3+AsfqQyyfmOf0rYe54aajeFXghUWbNBrst/k1586dw1k4c9Np6skUBSgZHcRncQH7R1377MPiq9tfgNnTxlxFO943ItsTUc6usa9DvAqPiYVlv+hy9nv7r8lfZCymGsd3v/lePvrEI9iJ57KtmBaCtVd2OHz4MAudLuW0ZNPW3LZ0jP/77Feoy5puBzaaEQtpBz2dsO0rSu9J8i47VUVZjThaFLw8hhOXYWlR080iSFnVnmCjsMskGVkqUTIFpdneqQkuQXjLgbmCHWdpaolJNJWvMU2DFVN2LrwIwzGu0yMpeoydJDEGLz1a7FHkZAAjY2vd0OCDJFcVIiQkRkNwpDoDIRhPJnSlwIaAClEQamvL0Al6WcJkUuKUpG8k585f4pYzx8jSFK8UXd2QLfZ4+uXLGBv1HlmiMUUH25SMti+j0pSFpeuopjsMX3gIco8SRD1F40iyhH4/pdtzKLkQWVfOYpsotPQ+UNU1ymi0sKxvVTSO3VS5a7GcC5Tl+KoT06xzMWnaZnHEY9P2cEgUysaCPOtyXHCkqWLSOht775ACjlx/K2df+TyrwwlznQ53HF/g4k7CZ796iXKyzfyg4OSRg2QiR8qEneGQcy+9xPZ0Qj9POHPdCebm5xiLwLjRDBaOk6WmPTmCVIHagwpR/4FKEWFGjw74IFuVc0yQVMkAhECFgHJbBNnByYzMj3FBRSJFaw/jpWGnThk6uBQ6HBaWIBwfe2GHS889zxvffS//4n/6EY4uFBAEhRI0OmO8PUIGh5IKrRRzfcMgFyBaKndokzqlZjgcs729QxAK6yVCKpJUImWN0QlCeEKw0SUCi1I+khlchVAKa6NbhHTXprgIFZ8/6QXTcsygmwOxK/fBRxxGxBM+zISPcaOTsyCwEGiNFZDCR+0IvrVMCbvEkdn9FYWDsyCwCMIEPFXTkKpFpLzMBz/4Ab7whUfbmORAcIKf/9n/kzvecBu//O//V0bTMWU5QooMHxqkalBdxeveeHfMMkolyiRxH3ZpJNp4SyM9QmgSqRmuT/nkJz/BW9/5TqSBgGRnZwMlTRtdLr+uc9tfWPYKwtVBYXHtB+GvBvX3Ro37FP1hb0S2Tx20N35scaG9cSRt+iZXFbdvtF61uHQ8fPTJh9iZTLjl5E3sVFNevHyFUnhO5fOsTndo6obrOov88uOf5e3HbmFiKxal4ezlC2zXU/rdPkliWB9uUzUVo3pCd26RtcsXWJg/xLMvjkHHiFqHQtoGk8TWvC6bqHMxgdLlvLI+ZhnFQSM5cegAj5/fxHmL8pKmrJnIIbrSoBTd1JAMVlgoEl586lEmODohWkkIOWuUQzQw1JJ5lXD8cJdEGSSQpnHENPPsmRsM0CpFSo0xGT5AbS0qSHrGIbG8eHGN/pmjnDqywvNnz3Py6DKHVuYQzqFMwmK/iPkrurWdb2qCGtNsXWRzcplmusWN151mMKdRDoxWWFehFNR1hW1ca8swjTTONidFCoVERnPREAhBMp42eCex/tqJKIOUZJ1OxFFsTJzUOlqmSxlPncPRFBcE7UETIRxlWWJMtDBRSiEFFEXE3RprkSqwtHSYM/OSh7/yLNsJfMudt3KsWOD4ssDaZbwLlLXn0vAyeZ6SaMFrbz9OkXZJ8g6jcsIOKX/w+S+z3D/IXL9AOdmC90BTkyjD0aU5bjl9jCdfWuX5C+uUNobbKZOidASXBYIQ1bCEACpNWk1ewPkp+WARlXQw3XlMXqCTLrKT8sijn+TyxPInZ0smQ1gqam6+/Wb+7UeeoBmPcGGLqmmYtnFNWaLQOiVPNUVqWnq7YzJxVI2jnEahbZqmZFlOr9NFKI0LgSSJ3ZcyBqMdncxEpqRW4APTadUWKYV1AReg8YIsuTZ5LnVt241PsbmxzdLiga8buzjv0arl7ImIKUo5s+AnMittq70QEvZ5biHaLia0bLNdZtNVOy8Aidb0iiGFgqWVFV7+o8/zX3/f+/mtX/9jROgivOfhLz7Lr/7S7/LIg8/wr//Dj8VIdO8RQSGmNZNpyUc/+nGQCd/3330nTjl84gheIr3kuUdf4rlnX+Dm225gZfEI3/It7yUkEXvyITAabqNNm5D7dRgKuxv5Ny4We4czH64+TO53XNivWbkaR9nzDvvaa9KOF/cK2KzAOP68ifurFhehU54dbnCiu4huPFYrNidDBnkHGzz9rMMX1p/nwcvnuO+61/KZl57ioMk4dOgkpbNok7Ax3GYuLTiycJAwGbJTTjg1WKSzeIwr0x3qWlJ0EpSH7WFDRcbOxEWKrnAYqXCTmu2m5tkLO4ydQmtDV1YoPEpEgDs1CcK1kboyYNIOdvMiz7+wRZImLGaRxmtMghbxxg0hYK2lrC3f+9fu5EuPXcK5EpkUVGUczYgkBlU1vkFqRafbj7oTYjjTXDdFS8GBuR5sj3nq7EXym49x8vhBkqzgoa88TX3LGXqJIpUCFzyiKdEa3MTiCTRqyLRMKJZKHv3U75MrhRKRIhlvgoCG9gQ6OzkIvHDtWEzhXTzhRTA3o74yxgePvUZeUTDTqtQoaVocRbYcfEUQsLOzQ9PEOOIkSZhMxigl6XY7WOt2RXTWx9lvVU/JjGFre8i03CFdvIHvf8fNVEnC//WHn4RmyN2nj2CUJNECnQoGnXmKTofaNohOjiPh/vOrPL26RScbcNOh6wlaoBqHdQ5lTFRp5xmpErzhttMoAXffdJKbTx/n4cefZW3kcSIylFzLhgsCXIjqdyElQhkQmswkeCnwzlNOx5RVSV7UiGmBPPUmPvTTv8B73vMeVje3+OzqFQo0hzqB17zv+zn3J79EniuMmDFyBI0NSAlGwcb6iHJSM60tRSejmyWYzKC0JEn3tE9SSQQOqQ0IiTYa5+MYSlrD1AZsE5iWMTQsNQlZnjLIE8w1AvQbH3bFjZNJBXJvLOpDwHmHjkfB9kA2U7jvWcTUtmmt9GPHImiTG0UMCiZEFXk0cY1WJjNke29cFMdJaWq444zl937/ExRdw1vecQe/9Rt/SmCCUl0SkfLI559HyLTNLDKRkqskB47O4wh8zwe/FSEE65ubTCcVX3rwqxxYPMCdd92JltDv9Dl89DBPfvlpkI7bXnc7IhcQXCSdyNDiODN1PpHwJmev+GoQf/bf3cIyIzWwB8zP/iZfQ13eW/H31OzP9ulj4rVF/CGYscP2RmtBvPrI/VWLy5XREOMFvU4X7QLnd9YRSiGVYque4nTCF6+c47r5g3zp/LO87sARlpIc7T1VU1EryXy3h68aVtcukmjNwcEBbFWzaksOpX0u+QnDyYRyWqJ1jpSeItVMyzFZkqCDxEmJlw1J1mV1fUQ3EcxZR5Z1480lBd4FUqK3JwTKtStMXUkZUowNnFkZ8NjLl2gaDdoTpEa7kkalvPdtN3HlyghEZGE512BMl7qucd6TSYmUGqUMVTkBrckTw4/95I/x6//7v6W0JZk2dJSkcZYHv3qO995zAzRT7rjpBl6+cInNnQknjh1kqZuR6IBjjNCKpkxZn4zpL+TkaZ/LWy/RTUBIQVU3JCZFqhmn3KF13MQgRBuVIMiLhDA7xQUfH8hAZLNcw7HYdDolS/P25ovHRqck3gtcW8SDc6Ra4qTCZAUy2KgtcALZeIxJcDhUM2V88UUee+JxyuE2KjhOv/s7CMZgLHzft97L/V9+gs+tbrG1dpleZji00CM1GlM5Lm5sMiZl4j0H+4sc6a2QBIXODdoFXJYgqgppNEJIktBw6tihSI93HqEkg1Tx1jtfw+e//CQ7PgbZWS+prUXMIiREjLlFxY45CKK/rAooEzU1UQleYlxg7A2ffuARcDA3WKGbNOQ6xSeKA3d9G6OHfgejJY1VNI3j0vo2tqo4cXAx5tFIwYH5bkyeVLNY3IBSHqVi+JPRCqE0o0mDNipS+YkFphyPCDLBWUsny5AS8iJFSdDKtumg/+WXdQ4RQqSd11WbPrknktyl4O7D4vbYYrS+WREraLyPtN3d32sZZ8As/HiWP+KJFisRw1Aw8z1MB7i64dzzz/Khn/k7PPqV5wiyQviIQiUmFmwfJMLHrjAIHx1CAtip4KuPPMv6asnKyQVO33iaN7/9Hra21nj4ga/ylvvegDSaLz3wFe55290889TznHvuBW5+/c3xoIpFygzfCnqBGP8sZmaUreNxaF04go0jPu++ZtO/2mxyL554VoiiyzHsAfQzF5DY5oW229u7VqxR+8gBIWa9fD177Or1qnfS/KCHuaRYyLtg4dxwnXlTsJD1uVyO+cOzD3I0HXBxuEHPBW5cPMycSfjYEw9R5B2cqyjLkuWij/YeJwMv7qxxx/JJ1NRRqQrR1CzkfUZSUU0qvJQEHPODAt9Yau+oKk9ZC6pQstjv8OKOpRjtcGBQoZTCpClCBKpqSCUVZRnwg0WK/hLj8y/y0Uef4LtuWuL61xzjS5e2uLQd42hLkfItdxznWE9yeXv3bIDSiqqq4w2MoLGejlb4lsYYCOg0pbeyjPMVvU6PumxYGGR0rePKqOFPv/gMc3Md3n3n9Rxf7nD84BxGa6wKeCHpigyfaEyRcLSTI7KUh7/yaU7XgWnwpFq2UbYQPKjWysVai3d11IDUFUWny3i7jDYrdUMg0MhpLDzWIcK1A/SlUFjryPOIQWmT4LAYpSjrmjTvgLfU0xFUNVpKmumUK6+8xPq5Z2m21yhEg/AqEimUohxVTOqIc1189nlO3P56VCZIQ+B9b3kTf8VXbEwtl7bHnL2wynZdYtGsLM3TLQxznS65nokEBWubWzS4aHWRFaRKcaCb8Jobz8Txl/BILalrRxABo+HNd97Kc+cv8+LaDlIm5DgmFqRKWpGfACQutMFVSoNUBGsxmQERU1Y7mSHRgkwG8kSznFd0s5QsiULCdOkGLphDXFx9CVduIlXK8iBnkPfJlEAX8T5XMqBU7FKTLFK2oy9fNDktG4evBdOpx0/GCJ3iXEVomUhpEpBpghQek6Z415AojdExA+harKZp9ub9ux3XTADcqtSZ0WbZPS3PNtFZ9K5o/37AEgK7z+fu9wcBYm8EFOnKM9+yeGATAh56+CL3vfVbOXrxcf7Vz3yYQydP84v/x9/n7/zNn0W1+I0MahfnsN632SdQVWOwKYnWaAWvveO11K5iMi5pJpbTZ64jEAiuZjKdgg9sbW5z5oYT0T3AC6SMr8XMAsGEwMloTaQErL7yCi+9eJbN9SvRdDTJuOed70cJ17Lj9nUqX6NzoX3N8SsQPc32isWenUx8f/dfIyry9yx5dq/Nn1da/pziMqorellOIhUiU0gPg+6AR7cv8uJkmxzFYr/Lihnw5pVTPHvhHPNHTrApLIXWdGTG9miHc75hyaQczrpc2VonMYaDc3O8vLOBc4aLayOkjrqImFOtmFYxhY7gGOQJfT1lLu3x2EtXeOPJFVSRUOsE21h2mglpoun2+iRGkRiYDNd54fx5HnvqHJ1MYh0oJrxpueBsHnjowpjbjxbo1FDbgG0qcA6lJdZD1cRfF1lCmmXYJtpV1FVDMZeBLugdOsqd73wvj3z2/tiMGkWhNMe0Yq4wbE8m/M6nvoIyhtdct8TJpYKByQnKMQwWJRK2dcrnXrjAcneO+zoNdSqopiW66GBthQgeay22saRZSpolEKKpZ5ZmKCGpQ40IHpOlyKxPtzOHPX8FfCC4a1dcuv05IN6sRbdD4zyF0owbiw0KN9ri/GNfZPvSy+h6hJIgfYyxlkKTEE1QU+9ogqVxHpUp5tNY9O2V59HmbpRU1HVNsA02STm0MsfifJ9bTh4kMzk6MSACinasqBVV3bC9M+H8K5eoXQClWZnvYlTEq5QKLUmCaGwpYl6KdREju/HEQc4cX+YLT5xjGjKKMMX5qs1zjiNALWLsrk4zUBptMpzzFL0CbRKkEqRpQldJ5rsp/TSOu5y3cXyVJJx67w/y9K/9FGl/wHIhWernTKdTVKeDUQJtom5FtyNWpeLGPK1qnI+pitaFVmjq0Vrg2/wk02pZQvAkWdT3iODbnJeZv9u16Vy8j1EaQikaq3Y3rxkBZPY1070Au0aXQUic9S3DS+xiDULtUXfjJhqQ7YlbeN/mwrtdUD8Ej/AOIwSTScVnv3iR+fwlPvAdb+CltTn+4CP384v/7if4sQ9+GGyNR7cmrLEnElLibUAIjTSC+QNdXA33f+7z3HrbLWRpAkg2Ni4zvzRgY23K7a+5jfF4jPOWuV4vEkSERku5a1YplWA0GvHYww+xvrmG0RLnLXlvgYMnb+D4ieu4+YbTJN0lzj7xEN+oh7gaO/G7JAYhWlwmXK2X2cO7Zu//7ELhG1xvl272qutV76TnVi+gQhs4lBkO9xYZpfDi2jZGSFayPme3L/Ejb34/a5cv0dQVE2EptMGPS7Z03BRO5vNY7XlltMFiVrC6vcYL9Ta3DI5xqZrQG2QEUeLrCt8YqtIRpEdIgxKSde8wVvHa+ZpzFwKfe26V20+v0BeCTEUQrChSqukQHTI2dkqeeekKl3Z26GSG165kKOEQQaFTyYmBJMick8dXGI4qNnzD0oEF1sfRQgMhaZxDJ0mkPQqBlLHTvgAAIABJREFU0hEs9z5QNY7cFATd4/iNt/HQZ+5HYWOMrbdxhqsF80XGTYcznjy3xaNPvcKZOz7Afe++F0PDZHSFjZHj3338E9w4nXDUQGMSjIaFPEcnCQKPkh4hMowx1JXF+QohFUrH02pjS0xqUCHQCMHUwcaFVayH4CzOXjtAv3Gzua7EWUcSBJOdK3zy//mP6HqbXHkUnqKl94KgCoaqbAjNhF6noNspmLpAarpxUxUC4RtqKVC+IvjApJ6SJhlpmlJkOSYx+KwdhziHd74luUQA2ChD1k0YFAXHDi4xHE+oa8twPG0xuihoc95jjGE4HFF0itZvKb42KQUSxZ03nODZsy+x5jVCRgo1UkZ8I8R4aS9hOBmzvDIX3bqNaeniko5JWOokCFvhXYLXIhaIdhv0OE689a+y/sgfMd/vIERgbr6Hbv3lkiTmtpisC9YznEzRyuC8ZjypsDYeRjqd2PkmmcJZR5apGEONJM/b0SWhNT10CCROQO2ujf2LCA6lIoFDtZb3M3Hj1Srz+NnMgOloCSPacbhspwn7KbvROTz+G8Q8oeAi3rI74mnB6zYHJk01Gs/8oM/r7/oeti4/wfrqV/i2/+oHWL/kees7b+YLn3oKrU00ymyXd55Lr6zy1Yde5uT1x7juhuPUwOpTL/Opj36G7/jr7+P620/xR//xU6ggeNNbX8N//t0/5M7X38Pr33Abzz//MjfecT1KxqRV7+C5557k6ce/Gm33JZiiS95bZOngEfLePEtLy4SmYn3tCroUgEMJs8se20+K2E87js9l/PpmJK9vhMkEP3vf9lzL41jMt06G33y9anEZlyXduS4bdQk72zy5c5nLwwbtBLnUrE63uOvoDXzhmcdYVikHO3P8p0c/x1zRZyHvkKuEC26Tl92Q1xfLLCzN89jaSxxVfTponKoR1rO+JlDKU7tA2UwoihwZoJ9FxlauFE41ZLniu+46wEMvjXji+UtMW5AuCWAySdXEXPpCC7SBxayDCWOuP3QYUU9Bmyi8SyUrsqCqLWB5cbXm0HzC5rhkqaNpgmBQ5AgBjsg00VmGTFKccyR5Dy8MG5fWObCywGSyTZ6mzGWanTZu9frFhFMrfYQLvOnGw9x495uwMsGPLlOjSNOcE7nhH//gf4v2NY8/+CDV1nkOdAxORqsLJaMWIhBo8DjbkBqF1hKUQilJkWi0ElgkY9dBdZdZLgJLKwcpsnT35HEt1lMf/12G26uE0TaJSDGJQ3rP0TRhJBOmVUNV1lTllAOLA4o0oZDgjEfITlSzE234h9MRSmqquomsThuYVA1HqykGzeLcIsJ4ZlM/KaLDw3Q6JYTA/NwCswcpMe1tLj0hCOYGXaaTEqk1k7KKo0YCypgYW9DtRpDexZGJ1HvCwk4muf3m6xg3gi+ffYVGakQIBNXa2UsFSU5vIUMpEwkNwZLp2HEcHORkWqOTDKkNWrUm6yLayRfS0Lvxbl57YpmXPv9bdNMUNGhpCESDRi8kO6NxtNS30NQVzlqUkuhUIzLTRjt4pNSknYKYxw5Ca+q6ROlWPdm+xsZZysqSpcU1uVd6nYIQRLQ2EoHJeEwxFyMvZh1MXHsJi0rEYj8zZxRSRqt9keHsMCY0ioB3NiYsEohcZXYhgxB8+0j4iJGFhsQY3viGY/zZZ57iM194kL/7g3+V97ztEL/xK7/Gj/4vP8q73/MuPvA97+InfuhfcXDlSGRv+qhJ2diw2HpEoEIZQ6+3hKtfgGCxeGzQ5HnKieuPUjVgdM7K8oCLF15h5dARRNA0Tcmf/OHvRkcQDP2Vo8wtLDG3dJii0yfJcjY3N5lOxjz91FPgKrLUcOzgDqm52u0Cri4SsSjIfWw53860vhHjzDHr9SL7MboXzMLJrmKUMfNF++brVYuLLHKGW9v05zPuXzvHlvRoF//R4D39tOC2A4f54ycfwpg5losuMkkxxmCVZH08JNGaBZ2i0oTHLpzj1PJhnti8zJFiwOrlTUwiyDqHSHxJ5lO6eYJzDVJJqnKIMhrcrFqmdHTFO093edONB/nso5c4W05xIsFYyDKLURKj4uy48pZ3Xn+QTFWYbk5dW6RO4ml4psXyjmArnBUkWcZWVbLU71IHS6ZTTOvFFEKgKDq4ED1uy1FFqhy9xUXe+s438NSXztEvaoTUHOtJDg4yOikoBcXJk0ynO6TFANc0CFVTpIeYlEP8cAiDRe541wd4/KO/TG4kSkFQEasIQe1qMUKiabxFaokINsa1CoUNBRs2o84PIuqACg0JY7JeijGdV70B/jLX9PKLSC9a25cSH1IaH7i8sca08fT7fQ4uLSB9jfUNtEroJDU46wh4ag/DaU1tPbUtEVLifMAGRZoY/HibxRM3ooSNeo59/36WZRid7CaZ1nWN0XrXy0xrHfULUpJlGePJJllimLQPzUzwqfY5A0eW0t6IZvbrbqq47fQRnj1/hbGLrDFlEpTS6DSK5aTSIBxax/yepUGXTCu0jozHIMTuQ6ykYDIaMdeb49BcTjecwaQdggmI0DBuBCLUWBszV5wX1NWExns6WU7jLamMseDamLipqNgLyZbVNDPjrJ3DhwbvIcsLbGOpqobRaEJT1NfmZgke7zxKJ6TG7FnBBLkbBjY7bUeMxbc8MUHwro3yDrsMqfjZ2BkeHcks+26O2X4rhNj9HnyIB4MQkInlTfecYmM94d/86p/x3vsCr31twi/+b7/C/KmTHD18gJ/98I8z3xvMyLggKm6+9SQ7Wzvc+pq7+MhH/pAzN9zAO9/zVi6+fIVPf+x+3nHvG7njDbfzsY99hre/4y28/e338Owzz3PmzA2sbWwwJzLWLl0kKebJ0pTBkdMM5g+QZgXWWnZGYyarq0zGY5xrsPWU0dY6eZpy8ujhKKvwe69tVkT2B/QFv18MOSskM0bZLoEOKXX0Dgu0iZ1xCrEf69oTVPp9UQbfeL1qcTk+v4ztdPnYK8/h8Ugv8FKwknUYlhPeunSKL51/hvccuoFyMuXzmy/Fdqlq6OQJXhlKV6LwHMhyxnmPtZ0deirncjVix1YcEIaHn13lvbd3CDhckLigsNZiTE5jG6raRofhBERIqCYNYjzm7us7vEEt8dz5dZ7enEY1dRDY2rPQldx6YoEiWOpaxbGbDzgcTSvQCj6aGy70Mp544RK9rIdNu4zHnm6/wHRyhIEkzQjOMdzZIc37TNYuRDfewQph8Tre993fCxf/BYcHgUBKPzPRgkNqyv4xVCJJFBjR4Oohk8mYXm+e49fdwMvPPEYzHOO7y9zzgx/myd/4Yaw1aBEDnCJDJGIqvnXbHdUlqVZUDion2AwamWf0xZhEBRw1QdQxte8aJQsCTOuSqhZMxiWLi31S4ejkhlNLPaRSjGuHDDYCy0SBXF17fIAsSWmaho3hFNumbQoRDwq9RNDPotjs0hMPs3jqJpQKBBIQ0eE6tGO2/a27as0Jp9NocmmSNI5QQgyWmhv0EVJiRpqd8SSC4XVNCLTBZnuz/xktPCYWOopOymIuWL75FBMveeHSBiWKiZMgU4zRCALGKHKtOLJ8AI1HRVkdkoBUGutqMpUjfMPSoMNiX5IZSyNSzvyVH+fsH/wMNiQ4XxJcS/e2YF1DnmbkApQRZG0RTBIV44Jps5CUQkhPPa0RKqG2DUmS4ZpYZIbDyyQmxZiEfrcTg/euwVIt265u4me1vb3N8cOH488b9ptXOvCqHRlGdlxVN9R1tWtDL3xMhbSuRouZmj8eHKW6WuU+W/u9vYwxOA8LvZJHv/wCb3rbHXz5qRd48+tGfOdfu44//cRlhls9/slP/Qo3v+YYf/N//OvRTSBAWZasHFjio3/0R9x9zxvZ3FrDJIbRzoilxRVCgMlkwvLKATpFyiNf+Sp33HE7mxsbHDt+jBAcV4YTTt11Lyo4qmnN+vo6ZXmBqixpqorpaIedjSsMh0OaqqTbKbjv3ntRM0ow+yII9jHq9qjI+9l3EJ8TedX3IPZpX2YjNh/2qvK+NStg9V8Ec3lhssHjV17CC0UgWrNkCMaTMW85cB1f3nyZM9kcSwuLDOcb1tafBu/ZoSGpa+ZFwkh5ukLQbA4Z9LpMx1MqD0olrIUJW1WDLVMa26EOYH2F1ilBaEbjsm29BJNyihjH0UXlHVY4lItuxqeXDDcuJySppPKKRGvmM4l1CicTmkmNlRpEtOXfmjSETMcZu9b0MrjkoBMcqRSY+S6TacPmVqA/mMMjyHSCcDWZcihXIdJF5g8ei0mRc8c4tgSL3T5pqBiqAcNknmAMwk3YqTqYXCDKSRRoqoTRxgV8XRKkROmE6WhE59RJNq6ATDYQNjoPaBnZxJ54GhNCkhgdc9LnDvLs2QukvQ6dZoydTBDSk6YGJwRLgx7ja+iKvDLXReuMneEmnUIgXYpUAS8UIgS6mWI4mURAUaa4JhbPAAxHQ4KUWKFIO33K8Q6uqhgMOkyG26xZSZLmmGYN6RoashjHIQRSSLyIPHwVGcNMpxMEUU+TFwUhxBHR/tPbDEcrMgOyF+f30ykBgdvnb2WtRaioF1Etg09rjTTRtbpwNbccW0Jrw+b6Ful8l6kTbEwqAorFfo9cepAxaiJmNXkMHmEylLcsLQ4wQC5rnDckwuGDJj31Tq488Mck2oMq4ulcGopOGvGCLMMHjzISkyQEL2JUA7M9QkbigTKRKDOdsrF+BWst/bl5EqVJtIRg44m/uTZjVK011nmc81R1TbS+it55ipm3YI0WgaaJjCkpBJboROEajw+egKWljkUTUpgpPaJVDHv3iFAyeu+F1opfRjso7z1CZijTUIqaJ557jBMHr6fSXb78wKd5+xtv4jf+0xf56V/4ER7+3DkQfve4nxhN0ZUYY3jogUd42733MC2n3HX3XTz0wMMYkzGY80wmIy5cvMDGxhYEEc0plcRLx6Ur65TTIX4yZms6Ybi1SVNOmQy3mIxGeNdw4/XX8b77vo3B3DwzN+IgYvGdAfBfW0Bnawbm733P/poxoxvHv+ed3234oov5rDuJxIpAW/hD2I1U/qaf8av94RNrL0cvHDwqRPwBES30z26tMmc0J/sHmIzH/M7T91MTWOkOyOtAN894ZXudnhacWbmeerJFmDhOHz7K584+wXXdAywe6lE3DV/dPs+VyZhOnqBV0pqsSVSiyVS8saz3eB9pgGmQSF3g8FhLDPXyHmdrulmCtY5Lk4pUG8LEEaTECI33MBlPUGgmdUNmNMYIVCfjaCfn5dUdBr0OYTymZxR5p6DTNUjvEATqcsx607CwcoK5wTxlOaXXzxEqBZHgvWBH9djBYKsxHd1lWHlS4RiPK0zqmV86hFQZSIUPnkxrxqN18rQgeIXqpKTeIYxHz0RlTVS7hxAoyynjHai844W1MZOQkUvweJraIxKJbBxKSta3Nmjqawfoe18TnGehVzCdTPDUCBfzH6SIwrmit8Bk2rA9bairik6Wtgy/qBbfGo8Ybq9hpIpFtKoxaUGu4kk0MbB29hlWbr4drwPKxw1UCB8TGat4ok3TlG6n057G2hjZFpdRSpHnOXVdI4RAK0Oexg5KKsXWcIhJ0t0OKJEReJ6d/pRSBGWoG0siJGXZ0OmkBAG9uQFaSRIch48cIM9zmsaxtjOJ2iqjWlq5xKvoWXZg0CEj2o24IJA4Gh9QWrF089t46pEH6fsNjIpMSJyGYEmznIBvXY9ltAJSCts0SBF9zWrfUDee2jZU9QhjEvI8R2sV82BUHNn5EOOAhbw2xcVaS2MD08ZRO4/z9VVYS5gxvcKsE41CSuc91oWWCjwLAVZI7wjSQVCthQpAQCqBFHr32r4NwIrSDdmKCyVaAz7gQ03VeNYvXeGpx5/kb//w95LrF7nz1BP8gx/9Z/z8r/4jBDXeahSKp58+x+kzh3nL8jFMpvj93/sE9777bi688gKrl6/w2GPPcvK642zvDCmKgtOnT/Lii+c4cfJ4LIxSsXr+HOVoSNPUjEebjLe3cE2N9473vOs+Tp48SafTiVZm7bhqNhLcBejFXmZNCGFXPR8L6X6blyg4JbT6mVaAGv887KMYt9ETYZ+32ddoYPxfxBU5NvBtSyUlSfAYJbkhH5DMGe44eJxza1cQOiPVGYWrmdQlnU4fYRTLRZfFJOOZrcssS8GQwNkrr9DHsB1qNje3QQc6g4x+UYAKBKfxwVOVdXTGDT6edFtbCyUVWgJVQ6IDRZbSNYIszdGmg3MeJTXW1gQE004gG8zTP3gEnQ/Y3NzmiUcfZf3KiIUDcxQCtKsRQtItUsaNY9ArsK5mOh1HxWwIiODIl46SD5ZJFo/SWzhIPdlmvPkKvTTFSYPNB7wyKSmylNwoGl+zudOQ2DHOpaxd3kLKLkWvizcKVEqnNyDL+3TmDxCCY3trB13tIJRGa0mWaFzweBszGKSUOCHIRc2TQ82gn1BNx3irKTJN00TnWCk8Fy68TF1O/r8+9/+/lwpQTWsanRBEQuMsShuqxsYHwDt0mJIaxXWdhO2dBmUMjXPU1lFaR5HICHiraMhJaJMIAZ1qLJK1xz/L4VteSxMsLrRjPxEZW6ncs8+I4WRRuexDNPXM8xwho9hV6j1qqWoLidYaoySjKuIb3s3omoq6saSdDkIKmjq6PQQE3W6PpmnIsgyVxlN5T8d0R1dN6KSG3sqAjXHD1EZj1kQKuomgn+cIGQugFq0lUTvesF6QGMPbv/9/5sn/8A9JTXw/gwbfxltb6/BO0DTRYmgyqlAyThq2tiexQwhRE2O0QuBQBJQAITTeO6ynjTiQu4LF/9JrUlWEILAtHua8RypFcDEcEMATHTRCq0XxRNuYsnZRsRIEQUQ3i4gNiBjzIUBqvZvZEkI8hRMEQkbxZmjNcWeaGO9DdJVAoAvJer3Ke9/7Pn7hw7/Hz/2T78eYz3DvrevsrK6ycGQJFyCIgHUVnU6Xxgk+//lHeMvb7sakhtEoYljXX38dF1cvIoJkcXGOJ598hjM3niEtsthxOMel82epRxtMRyMOLC3z7d/1ncwNBkilmMEa3ovdLmW/wDSEgAgRkxIz8AR238P42mi1RHveYjPAZc/iZdavhBml7irMatYd7bKQ/TdT/O+tVy0uRggsPrp1ekeuNTdnC0zHQ25Jj7F68RJ0Er505TxJnkHtGVcVMi0Jk4rb55bZFpaNnTFHun0UjtwkbCQlA5EyVA115lG6Js8EmRF4V8YHPugYXVz5NnrVt+pph0JGF1SlSUwbkxtC67DqCN7igmLh+GFO33oTWmeIFmQ9fusN3P3+97IzCfzeb/wmk611SKBrNPM9xcXNEaWXFHk33t46oRYSpVJyZUhMQlOWbG6u0ykK3OQKZenZqWuq0tLJc3QiqMsa7zz6/+XtzYMty67yzt8ezzl3ePPLqSpTNZeK0qzSUGhEQmCEwaaNMWFDg3G75+gw0d2mw9Dt6LCNHYGJbrcJ3J6wwzTgBmODG9rQCCSMJCM0D4WmkmrOrKp8+YY7nWFP/cc+9777UpCywyJ3RMZ7ed8dzz1nrb3W963vM/DcCzPcbqKIio8+9hgiJc7t71Ntb7N3yTB+yd2YrXNce/qzPPCOP8UT7/0FKuMzKiFStgqQEu+zWqwPicOJQ5sRdbNAqwIAOawI0RG9Q8m8O+Q2aovNOkHbBGwFXeeyZz2B0mb/epkkMSYcgYNZ4HjmKKxgOCiwBoaFoPXZVdFYnUFGFF0MdG1HlIJp3dB1gukiUowUWmVF2xDyjtQYmy8o73DeUVYVhDyVHVJayVxU5YC6bVbWzMvJdCkDVVFQVQGkYt40WXUZhUjgXL6/tUXv+plla8qyXGEAg8EQW9hMMR0OcrJIkf1xSVJFDpTBoVOgraeYosyYztrVLIREiYgXGiMTD/wn/yMf/6X/jfM6MfMdMkBhNE3booOkrhuUFkxnTX9tFNRNy9Z4iDWZjWn6SezUY91N01ANqv7zaKL3p+jwH/FqWwdkL/kYemdVKbNWF6czGAEgCbRU+CjoAsQkQabsDKk0RjhUUihls720yLL8SulVxQq9tlbSyN4sK6VsVqaSQKhEiAklNK3zKGl430f+Le94+xv54f/55/nbf+2/51/+/F/lyc/8NlsX/zQJaJqavf0dTo4nfOELL7C/v8fVq89z7/AKz119lm/9tm8hyY6nn36Whx9+mGeefZZ5PWFje0hMDalL/Pqv/TIPvOQSj7z2j2NMkTGmldcK9IgKMTmWasrEnuy1nmikyN26mPrcsT4rdDp0utQsOKt43DcT12jaKaUVlkP/faT+3IF1YP8PX7dEe53M7SmPwErJjhmiisTucMiXFgd4Ik/Mj+mmNZPZlDYGrpSbbGF4cLDFQTvhsFnwJ88/CNWQG77G14E7qzFmd0hICkRDcp5CZF5+JQ0DpbFCIjwMBhZrc5jxnc+tj5C9VhKSWROYLuBoAnUTOJksePFozubLHmT7nrtQApr5Me3sGN/U+d9swbn9Hf7Tv/SDXG87iqDwXWIwsGwOSpSINE2Tp2kVKG0ohiNSinTNlNTNGO/fwbk7X4KVktkLzyGLEmUNQkLbtGijSEJSmkDykSeunlB70FphtGAxX3B0NGUyb6lnU55/5nG2di9x7pWvQ+1foW0iwSVql+hayXzRsqg7Do4bblw/4ah2aK0IKasRz+saH/KsR0gpS9d0Du9uX3LxLmbml6vZ2RpSWEjRoZUixEgTJQeTjum0Q8bI/taInXGBIlKYAlja9Tpc63Au4gHvEilpTiYLkheooqMQHmN6Q7aYk1kIKUvMpIS2BUU5IMa+jZVyglm2umZNfUaBdgUOK4NQmqIs0MYwHo4YVQPGVcXu5gbjYUFpZb+TjkijVi0XpRTbW5uURqHSuq+5wGiTq27hUeQW1KJz1PWcFDqSyBX6qvcdQ76Qo89Ok+WAl77zezg5maFFlqiZTU6IweO6QNPCfFHjoyBSMJ3M2B6PIGYZ/bauaes6V1tCMJ3PKcsyf2/eQ0pYozC3iQCyZN/l7y/2SsjZcVL2cyrrMxqJDK2EBEkqlC4R1iKVQtoR6ISyQ5Qp0dogZa5c1kUgl2D1ytFRyvx6RiPwiCRwgl4Z2tOlGR957MMUQvND/8tP853f8+OMzm+SZEeKiW6h+cynHuejn/wMD7/yQYQwPPvk89QLz+U7r/Ab7/k12ibwuje8lqee+RKXrlzizW97G75d8P73/Bs++8nf45FXvoI3vuGNKGVzC4pcrafYe9r37zfDHL3CwBmWVh/8WfuMLJXWxFJxba1qWdM+7lthpwklrJ4nwzppdQ7n66ZPKjGtPf4PX7emIgdJQaJEUmiDDB3zQ8erX3E//nzJQ69+iDcOLYNyzI/9+D8hHExpg+elO3vs6oqjk4Z9VfLlMCcKwR3FFk3wHNQtW0BZJhY6oXxmbrg2UDvQQeB9ypXLosv9eudpfMRYzcBKpPf9ML/Ig1IiMHUSL4dsX95kc2uEkInZYg6AwVLaCqTGecf06IDB/kv4ob/5f/C//42/xjnREmLHnZfO8+S1A4aDEiESBjB45scHbI5HNPMjqmoIswOOFwc8/qXP88SHP8iGVmgyr1yq3ArSxoI2XLmz4Lnnp3zx6gGbxrAxKhlpzTBJbjQtmxsXuPTQG6mpMFuXeMW3fT8f+Ds/wgkeFR0uKJRRzOcds3mL6xpcOUK1DSkF6iZSWMPJyQmj4RDfBWT0tP0Fe7vWeJSDVQqG0DlSlLRdR+umuV2hPGUhMdpiS0twmfYanKOqCpyQ+DqAqQhC4lyLWzQYW5FiZDisSLFDC8uLT36Bva97OYUpsVWJtv1rp5Ql8RErQyrvs2ZW27YZiJdyZVAmVGaPhaU/iA8UVhP6iznGyGg0oG0dPgSKokLIvLte1G1u08SOzc1NyqLAKnkmmK0SV4rZB8Z3mKIihMAjr3sdn/vc5zJYnXLCcl1LURQgsv6W7AcMrS3Y2r2TQ71BNZmhhaOsBiBKrr74IloIbFExW9R4F9jb2YTkMUYRCRRFgbYFbdMhtGJzcxulBMaYlScQMdB1t2eIshyMcc4zn86ytXHoJ95FtpDIwrAZn9JFxkxCEmhhiAi0zvis1FmtgLnBFhYpFSJmajdSZLrxmRkNVpUbKYt5ljJmCwApMzkiiV4vThBFh9koCFPJ//TDP8VP/KO/xDxMAUVdTwgh8Oa3vC3jpSq3voxWvPjiNe695wpVqbCl5uGH7uGx3/84F85tMygrXv7QS5FS4VNYazXlGZQc8teC+PKg9cD70i5c9FVE7KGLlX9kWv5/DeS/uYWVls8HQiy1xU6lXvLrpTMJZIlwrbflbrVuuU2RKWTwU5cMzZCdsuDt3/gwD7z7Zbz+m15HeceYvYuX2Lp8Fz/6Uz/J5mjIRTtkp6x49viAmW+5Y+ccG8MRh4sF+5u7nBtscvfuPlopjkPNtAs0LnA0WXA4aZktWmbzmqb1tJ1HaY0xhtGg4vzGkO3C9O2pEl1KfIJFEzg56Tg6nHI4WTDa2cknmZAYXVJV22xs7rK/fwkhNQHo2pau6xjfeR/v+O7v52SyILjI4mRGURi0yWyt5VDX5sYGIbp8EYaGo+e+wHOPf5KL5/ZJftFrA8U+88sc1GKWmih05MLuGCU1Cy95/qjm6uGMY8ZUe3cx3LhC5w2DgUEIGOzuMe8EwTuSc6QY6JqG4BzBNVRWcN+DDxCDy8lMakKI+JiYzhY4n2i7iAuRprl9TpTzpqVxnpPpjNk8DyeWZbmiuhqd3TRD8KQUkFoRQvZ6aRpP23qKaoN52+F8QBvLxniMEZ5hqSkVFDbvNp/77McxugCRZfBDiiQB2uqVfD/kC2D5+/L21YyEECQUSagcpGwBQuBWJACBMRopBWVpKazJrYAUiCkbv2mjGI/HK2fNdUkNWAasfDXK3jEzeIfRmi9+/nNoLVAiEkNHDH7l2BlDXOFzjWX7AAAgAElEQVQf+WciacvXf+f/QAodRVlwdDLn2guHFNUYIfNuvTCWzY0RWQgRlJbIXjZmufJnosccAoiIb1uklFSD2zNEGZFMprOV+2Q251MZK1H5py6HmMEQaStUMUTaAcJUmGKAsUNsOaAoBxg7wIWE0Ton/n6IbYlRLivLpfzJul+KEhl/EEIie3r0khGYWVaJVHSUaoBSLS52CCxJSAYjw52Xd/i37/0Yn//841y64wKLbsaN4wPuf+m9PPjwvSTZ8sUvfobZ9Ab33XUnw8E4B3Mp8MKfaU2tU4rXUspqpdWxO22HLRPI+p2W6gv5M/RJaK3aSOvVG6cVyPp5eyZR3XS/tEYVv9W6tXClsjgpsWXgG7/+Xh586R7jC3voQWZKVU5TXNzFXrqPLpZ8x/f8OT73c/+ajsRoc4PDgwYtJdXGCHE9+5TPFlMGWzvMpeAk1YyTYFgp8I5khkgVV5nZR+gWntSXZ75b9hN9lqsgEHzGZJLVnDu3x8W7ryDHBbmkEwhpEMoipebg4JAkJKowKC1IzqPKHV7z1nfxMz/2owwXLZf3ILo5SowJCURVsZgeY4s8YV0UJW3X8aVPfpTXP/ooH/vIR9msDMYqIokUHEobAlkU0DULYiPQouP+CyNuTBZ0qWAw2snWuClSz65hhkNmE0sZS5576lkefOs7uPa7v0IyFhXgeLoAIRkODaMr93N17jDGsFjUuc9fVjiXiCpmAD2cUgZv14oxG2sNhmVmncRcUQ57IyjXedpFRzkoMrNNCFwUNE1mChXWoEhc3N1kcnKElRYpAqayBJ9oo2AxgWQ7qu6AFC2ZdgJaCrTJA4oy5TK+LMsz1GOtbcZdTIGPKZtEFQW+Z7OllDA2B3dJwsWsAKB13pAYozEmD1sqWZKEoCosQuTJ/pQCSQnauqWqciWVMRlF3XqqQcFwazcTG0wmpgjI7Rmlz7bn+qCzrLqccxgLRsNdb/oOnv3wrzOb1Yw3NlFacmMWEDphtcAY0KoPkkkRYyCEjuFoBHgGQ9snXIH32b/Up4irF1l1+zasD33kY5SF5dy5PZzL6s1Zl83mgCk1thoilUIpgVIGGRLC5gl9rbKTppJ9AlcKozQuZaVgSSLJvPtfDr9mQUhWgVn2W8F8u15Rl6WUCJ2gVyVuupr9S5tMr1Yg+jidoCgqxuMNvvzsMzx88X7MIPL2dz5KvZhwdPAsxiiUgHM7W2ufPOShjnSaHc5UF8sADmcSz6oaBmQvpJmWlPMeZ1kmkJi+MjFIwPfYyvoczHrCAPkV8WJ9buzmx3y1BHPL5BK1Ys8I/vz3vI3tOy7ig+No5omTA2JKvNA4XvHQW+hCHsZ4+E2P8MSvvBcdwWJpU2Q+nzL3HfOupp5MuXDxItcObvDpG08yHIAInkfuvYvgTki+y0NURIyWaCVJ+tQb2stAYXPiIHmiUFhVcDJr0Rs77N1zF11KmKRwbUBJQTFcqsb2WblvWyhT4YWmmx2iRcf/+vd/kn/wV3+EuY888dQJwh6xtTXi3M4OSknm9TVOuqcYb27z5je+hSsPvoQnn3+Bpz/9Ye6+tAda9UGuIIhEYYeEzmWWR3AoISmk48JmSesj5SiyO5LsDjRD1TGMhzzzqau871f/FVcubfPOd/0xnvvEb2NczXQxoywUeE9TjClKw/Mv1myrxObmJou6yYyyLlFYTdc5CHGllnq71rC0QKIoNEoImq7JFrQu4F3MQS4K5guX21TO5c1HZXsqbKIwiaadsrM1JsbEdNYwbTqkstl/RUUQllmI+HaOJwPsRVHkaXofelmPtKpaougvBCH7TnQmhpSDPCgpU8Ks+7L3F01V5MHOxWKBthbbJ55lK4kkewXk3EaJ0RNSIBYlAZlBaO8RUlJVgyyymCLWZkZTjKGvsHPEW+60uy5fBz522ZMnZM2z4ANSGc4/+AiD8YhrP/sPEUROjudZFl7n4UzVixMm79E2Vy3GWLquYzQa4pyjaRpA5BYcS3OxHn+5Devtjz7CrGn52Kc+ywOXL2KtpG46tvYukJWKFaYY5GFLlX1dkgjofghWqTyWIMkJQySwRhC8ICmxanut4y4xZjsK2c96EB1d5zAlgEZJjRaCEDq0yt0ApTRSR144ep69SxuIpDP2ILM77JX77+HOB+6jXsw5OT7MOywShTFLpvMZt0gp9KpCyYrOp0wsQVp53Z+xZF7mjmU90eehfA4tZ5rOVhhnJGBEbzmwxNPWksM6sL8kD5yqSueOgGQtyfwHWHjcMrlc2B7yjrc9wOa5XaZtixLZnyIFn19EKoS2WQFWWey58+wONnju8Hkm0wkPXbhC3baEwwUv37uTLy4OmV59Drk9JE4ittQ8tDtiQ3boqsz0QpV3kUoJtJLZjTHmCWxVFgiZ6YshanSMuZQuDeP9HXwIRKlwPuGUIDUto80drK3ywZMSqQy2GpCMRWpNMShYLFrG25f41h/4fv7fn/gJHrh7g43xVq8WYMBINjbG3Hf+HKYqqCdHfN4nPvqB9/GaIg9QIfuSXCVKY+jaNlMViehSkUIg+gIhOkojubS/Q7E9Yjje5qnPP8nnP/vrHJ1MeOTRN/D2P/atdM0EPdike+EILUQ/MAa6LHEIZOp4cR64bHJCUVJStx0xRtq6zu0QKbmNosgInTLhovEoFI5M8awXDUkIjJb0WC1KayolsyVA7BhajVYKKQVeK9quJcb8fVVWgMwX7GQyZ3tYgQ3YOKfc2gNAa0PddSgSzrUU5YAkwMXAYt4wGI6ZzOeMx+PT0r+nOC+nuJe7shByO3g1jT8Y5N1x36jOIKfMQ3ApIJNGyHxBGm1RWtC5gE8pm4gBkKmiVucEt9yx5vfRBx55aowVY0QLSVp6lITc9qvrltJqigtfx7mLF1g0DuSEUVGgVcqMomUVZkxmsYmUn0cKWp8T+2Aw6Fl2fhU4tFa3rdCN3iGB0mrGw4rCSJq6QZpypeKgtSFJsXIxXQIFQsq8e2dZdeRAu5R1IqyVJ/1abS6X7afI6X0SGd8RCh/86vtdxucYI9oKrh8f5qFnZZDO4V1iXs/wPXbYbxFOA/1yRiTGNchDrNp06wlh+feMkYqb/nbqXbP6zD2wvkosy1mXM8niprVkl4mvTEDL4cqbbwfOPqegJxuEM1TlP2jdMrn8Zz/wDsx4k9Y5BsLQRkeKHu8cQgqKwSbDzT1aMm10WBS89i98K0d/658wHG9zeOM6F/fP8djxdR7cf5BnP/s85y9f4X1PfJjdSrNlIi+/soE1YIpBHoBD5h5szG50jcsfKIYsbSESuJDHd6LPw5U7ly6TqoIoBAjD8cIDBtm1uKvPUw3HDDd3SMpgtSIFgXCGvZ07OGk6jB2jZOCB174V9Zc3+M2/9+NI32GkpHZzxuMdYuo4mk8Ic8mv/tb7ec3XXebRkUarQCNgVJQYnRCyt5eVEde2lFKhjMV1HaOtAWbzEk9eO+Ff/+5TTI4/jTHv461vfoTXPfoaHnjjN5FkiZcQdYUa7+MPns5sIykIzlGHgBUJiadNgqevH3Pn+V2EAKM1k8kErTQiSYJPfFUv0q/hii4zSiZtS0wCowpEBGOzw6Hu5eERAhE6PBGjDYI8rV273L4RIrcLnW8pqoqy0LCag+gIzYRqMObTv/EveN2f/i97cF5QVRUxJIzolXNDZD6fU5QVUQjG480MFvcXyopF1l/oy59LPTEp5QoDgVPBxJTECnCHvBFqmgVFUZKiQChJNSiyfA+ZAbX87EvAVPVtqRD8qhUVY2b5LTGBrsubBWttdk5FYmzGKKxSvPa7/js+9E9/NOv5acWy0760PIBEjB5lTbbFVtlvx1qb27dS4n3CmKwEkQdMb092OT4+ZDTa4PK5PcZV1n978eAGVx4oIbY90JzxNSVVZuYtJ+7JA31S6v4z54BstaAOsTfcyoOz6+2cU12xvnIREo8liKwn53uXUeHTSmfOe48Pnhg9zjt+6p/9c7753d/GtG7zSKIQiF6JOa7NlqyvpdTK8n2c3i5WDLD1CmY9MZ5JFKkv0W5qRyX6m5dJJqRVosu6bKcJI67PsazeU662hFiSWNb8cPq1MhNbte3Szfn7K9Ytk4vd3kclQT1f4G1EpoQPHUZnoT67uYXvAex2MSEcPMuVh+/mL/783+Hgc1/i//orP0YSirGxPH9ywHB3k2euX8Nb2FaC/Y2SeeNoo0V7TxKWRV1nJrYydK3LLnXkY2Y02bdES7TKQ1TFxX2wA5IWmeMeFUdHE1IcYZQgpI7J4gZDHxmOtvHCsrU9otjc4XgxRSWFtEOkTBgpeen9D/F3jxRPHTyNThoaT7kxpZsdsVsk9rY2+PqLW5yXAU1CSsONScf7/91HOJk2dJ3HVgXBRZIUuASzWQMpcG5nyEMP3sWVy+f57m95ObYaIYsx1fY5pKmY3bjKaLyDTxGKkqZuaF1frrqITtnrZeBbondURhLVgCeuXWd/a4OhyqAmKV8UXYoM1lRT/6jXtMvSJkooBtYgVZ5+FtFRWkMK2S8FpamDousCSvo8WS4lpnduDMTcbtKGaZfAzTFKU5jI1uYQmUpaLyj9gs41oDVGajQGp/P8RgZnLePN/PmX7fZlu8EYQ4xhhW8sFotVa+1UnymtdnNSmX5nKHrn0xx85vM5ZQUgcTFlH3SpSDFSWZul5NcqIyEkSqseVM0rS9Nkxo7qq7eU8sBn27r8HEKgtCX1Mz1eK7StuOctf4KnP/hLaGWomwXVcERlda6q+iDkuxalC4SQuK4lpUDXBYqyynNCvkNqjdEWqW7PZiQBKQTuuOMCspviSRwe3cg796RIa1PjPobcAhMSRF9t9iJoIptmg7K9TL0CGfth1FwxxH5QUxIRKmvaDcbbVBtb7F9+mM996oOMXYP3jq51uTXmO2JKeB949SOv413vehdGl4QUWdRdfj+rdlWf9NZB9tUHXfueWWJ7Z4+FkKcJZD2ZrH6u7tM/T1+Y5SafyH8LsSebiD6xRARyhcesnn/5fGdeJ64lk36Cf/311+53Oitziu38YevWQ5TGZmVqU5BcIKVsqOV8pOs8m5e3EVqD8/jpMdI3uFjQNXM2HrqL8p7z1M+fMLBDPvv0U1zZ2MWZhOmg8XBxa8Si7dAxIYXHmILsBJnpl9oITMwXXVVaysIigkcbjQvZq0PaEluWPPPCdc5fGWYPBGO5+sIh21tjQoxYbYiTOYiCqCy68dSyxowHDFVBlBJiFocUSvK9f+5P8NM/+fezvKAJyHTC9p0bbA8shVbceX6DQW8qFoNnZ2h45zc8wmzW0LoW13mevXqNetFSmpKve+jVjMcWGTN/PknB0eEx2tbsXBriu7aXzg4E7wjBYbWhPjlk3nTEmAeoZIh4U3B0eMh4OODGvEOJHGSuXb/B+e0NlMhKzDoKYptQ1e0xfwKobJEZczFPQYsg0BaKwpCEoukix5Mpyg5yhSAVSoFVBikki65FKovVhuliTtN1DMohVVmglSB5lxWLo0Ikh/eR57/0OHc89Mo8RNvOMEWBsXbFCsqtrbxrV2u7uGUCWQLmw+HwTEsgrVFEkZIQA0rb1e4OIXBdx2AwwhRl3tRJ0f89oPp2mNY6B9K0nBlY64XHyMr7vN9lZ9pxfuy8n0WZzx2CRFVYYiCbwikNMXH+/pfxqQ++h1E3ZzAaY3Sk6Tw20ZtpScrC9DVNYlBVkBJl3xYTqdfJIis4Zyzmj34tseuYoCgG+MVsJY8feup2PvT5uMSUepzlFBuD5YZBEpRBydMqIX+XfUCXCh8jCMVwcwNtKqTNRl5JaF72yjfwpU/9NkeTE4ieJmSm5bvf/W7uve8BZFFhbNUTZPKLrhpvy27VeiJg/ftm9X5WxmUifWWCuSmprNPZ8xBlvi2EeMp+WwLta9lLLPGVMwlFnG3Xse4+mVhSkHPLbt15Uq6S4/r901Ip4Kt0RW4Zefb2zhO9x0io5zMWdSSEDpUinQvsnLuI0JY4v4FoDtG2pGtbtPBEIfnzf/1HQCj+0X/7Q9y7d4XGtfz+jcfZNwqpNDsWkqwwJks9C9lSWU0IDj00eQde2GwiJBIi+QzI95L8i8EYLUuijbz43HU2zt3BcFxx/pzm2nHD9WcOKLRiazRkZ2+TOi0YqyGpdowGFi2HFNWYsipopoeIKCBFXvqyr+MbHtjnxePrqDQiGYmQGm16OwEnOKkXbAwKtvd3OHCS4Fv2NhWBDYiwt1llBduQUDIwOz4mdD5jJ0Iw3NxmY3ePpl1QbmzjXM18ckg/t0qzmOKmNyiVxussGmqB2icmiwWbO9s0weE6jyotWm1zMGtpZjWjsmD33BaD8xtsX37wlifA13SFJu/ctUYgsFZwcHCCsUOiyMC0sgNijGwMMliupEKbAp8Ei8mM0UDiOsd4YNgc9NPUErwHpKKet8zqFlMOaVzi2nt+jbsfeh2+MAytQfTmdkIJovMoCbYo+gB+2ntfsrgGg8EKa1kG+myzm1tjIaXsAlpkFQTn+kpCK2xZ9cwfTlsufbutaRYMBiOAVXXUdbk3b61dVUrO5WHQEDyQqc91Xff6X7ldVFVVboutJcYUcichFgO+8ft+kPf/zI+j8cRkKAuNcy3GljjnANBCrogtUiaiz4OAUuS2XWkNs3lDYW9Ppbs/rmhcpl6lYkBReKazRQbAlUTGm9hOMrOkpOj9RmTOHKk371JC9C2qnGBCDEC2PSiLIeiC01gvSL2tSRAtAcFdD7+J6x/5Pb7zz/5ZdncvIHSxwt+EyEZrIE/3Bmlpmby2IVn9rVddvgnfWLbAVm2nteNxqkjMKiktByjX77P++7q/SiRlrI1EEqn3yVFnsMT16mi51m+LcXm//hityfcvZ77OrK8C7t/a5nhyzGhzl727X5aTSFLM5hOU0tjhgM0Ld1EvpnQ3XkAIhUuCFFr0YIvkE60RDHXF9/3E30AXJT/87d/NpS1LoQruHDjKokSogBQpi/ppmXvRPrdXIhEfoOtarC5wwROlYlBYUJLFYBNpLfMWXvaqu/j197yP17/5TWxvl9x1fsSLh4E6SCZtC/OW7YHApux1ToooHLIv8YytSK6DpLDjLerOc64oqcZV3pki6GIOVJVKSFnhkKjRBoOFZ9521F6RhKerW6Lz0MtMNHXMGEgKvTqrofOO6XTK1oXLuV8vh1nzKAaEhMc/+F4KWWMqjQtglEKPhrzk7rsx1Q4f+NBH2RmN6DrHybxBqoQqNaUZokvLxqUr7N71IOfuuOeWJ8DXchlbsFg0JBHpXERLyaCscgBI5Cl1ZWjqOUJaUInDyQxrPaOBZWtUYXVCqywTg9R0PuCaBqMLZk4w7Sw3ThpGzmGloLINdeiwXmUJjJ4hJmWmXi7lWXLra0ZVVbmKUcsp8FOW1rKKyfiEBql6CR6Zz28fs2eLtiD6INCL+cWUgWCjNCkmiqIiroH260B9jPHMLM7pStR1w2AwIMaEUZq6rSmKEq1Mbr70ATSkQCAzCJUpecuf+a94/z//SQYmoJTMsjcCbFGtdplCZg94s2S4iSzsGEJkOp/lz8DtoSIPCsOs9UjXUeyd43g+yYQPlhIjrAKiEBkHsFojVkA+fQUhexWGfq7JWLS2WKUQ2kC/qVgHq0+Da8rDq4BTBa959G2Zxk4PWgNKSoaFQYls0xBT1hpcQ+hXK2t75TohP/vSaOsmUHy5bmo7LR+zum2t+linJKe1x8JaYmKZgMSZxPYHrZsTTT4+p5RjcdP9Vo/rE01+f7fmot5yiPL5L3+a577wcW48/mmaF69Rjofs3fsQ51/5Os7f9zKCKfEnL+Lrk15ALiJVQUrgBZAUXTujPjom6E1e8U1vwSLQoebS9hifMu0xhIDpmTI+JhyQZO4XahkYFIqyUKjCUMhIlwS18yRpiP00b1Ftcf+VXT74Ox9DCMfmeMDFvV02BpKy0L3shUKq3hI0BURyEB2pc9jBCEQulbVK7N93L4NKMRwY9jZKdjcsu2PNRgmVFRgRSUoSQ+DqizfyDsyqvgSVOB/xQeBCJh20ocOH3Ak1WgOZXtm0HSIJ6IcgiS0gePaxj2KTZOocm5f22b7/pdzx0rvR1R6/8/4P5ePWNqgUKIzACHoaakJ6ha+nhPlJ1k67TateOJAaKRVlkY3fpJYgZJbsMJIuBmbOMZ/XBJcYFobtjTLbCCsFUuKwuJAgRCSCLpYctJrPPXvEdDZjq9SMpKCyBqMGSKuIsUWhMtEj+lUwNyYHy2UrYYmpAKRAn2jkCu8IfeUR+l3b8WRCTILJdNozf5aNj7PTylJkKmtbNywWi9z6iI6mnuXqYE0QcslCC96fViL9zlApxcnJCSF4Fk2Wa8nvP63uk1ss0Ll21U5L1Tav//bvRcUEBFKKaNVjPn1yVUrS9kKmMTi8b3GuXVnqKqlR6qtQgL5Gq6oqxgOFMIr5yQRZjhGhJq6kX04rzUyAEKegxnIlQUwKKTs6MSChUdqgrc0YWVx6wufvKwdFkTcdq5qHVSqIMWa8M0VE7LWz+kHK0/vBcnL9NPDGnLxFHqS+OfGkdPo5MugfWZ0/9BWPXJu077Gm9eFPJWSey0nL8YK+tcuaCsSykkn0fklfSSBYr2SWf19556y/IcHq77k12UvDJPpq/StnYm5et0wuzSJycnTM0fUnef7Zz9HWDdv7VxCyom7BzSd0ixm6yENynY8IqXE+gNAUVjNbzNm7+z6kb/mOv/ifM9KaDSPZGVsKndkWSMm8abMoYHRooHWBNmgOJpKDk8S1w4aTiWdee6azjsbloBViIghJExMPvuwVvPVVl/iFX/wQUSvKoeLS3h537G2yNTRslIpCeqzwaBzRNdSLGc63ECJKGoRQJFVy6SV3o0xBVVYoLbFlwc7OPgKNLix2OEbZAtd2HJwsOJzWFCHPc+QvLEvWuLbDO9cHkowDdD4SSUglCdHT+RY9GGGTw5kS1SyIs+uML9/BPa98BcNLd9AsFhxNBb/5vg/SBb/arQghsC5QKMF4aNDBoVkQmznd7Dru5PotT4Cv6VICIRLDUrFRCYzNrp2LNg92douaInTsFIpykCjLxMbYIGOHFB5rEsElUpLUXvLCPPD5qzOuTzuaxnFlf4NzWwVb44LRSFLZwEDDC5/8KFpY6mZCCiEPECrFdDplPp9ngF9KRqPcploet2U/v21bIPf6hRAIpfEBEoqtzV0igtFoA6lyUI6+XfXPQwjE5PvkIei8oxoNV4nCGENKYeWGCaxuD2u7QN8nGu89w+GIELJtwDIprQeGul6QqcZrLptEzN5dpM2dXDGRSLHLlH6p8sxN5xiUJSEE6kVLCD2GkBIxBLq2pq1vjxNlYQO7myWuaUkhsLe3R4wCLfMkklI6B8me3bcceFw/Foh8vpFAG4NRZ3XETn9fZz+lVfuS+JWtolXwZTmLQm/KtaxWeixIZWKHlKyC/OnKySNvCMKZiuU04IqsIiDOvjar/y8rij4JLFu69LMtqdcfI61y7rI1u3oXN7Wx1tthK+bdmYrn7GOXr708x26uZmK69UbklsmlAxZdR+OhGu2jrcL5QAiOSCQ2M0gpA/EqzyQIZTBFBVLh2zw9HppEwmHtgEmAuy9fJMZIIyxzr2mDYdEKbhw3PHWj4cnrE64f10wXLVYJysJSWsWwUoyHho2RoirIk+i9+J0L0ErJ4Pwl7rmo+K3/7xO4VqOlZ1BIxpVlc1QwKi2lFqjgSL6B4JAi0TZzEMt9RUQZjTQKbVTfwprxwosHhJgo7IAuZXG4pnOElHj26nVETKuetZRnLXjzl8Jqal4KtRKgTUJgkAQpCL7lI//ml9m9tIccDVFB8PyXn0FIzyce+xI+9bIgy913jAgtSNGjY6AqFdVQYIlY31Go9pYnwNdyWZUorcYlweG85mAyZz5fYJVnXMCgMqjCUI7H+C6iVMavfJC4LtK6SBskT1w95NkXJhydLBgPCsalYlQIBoVGx0RlNFZJRlVBUUiOn/gMIpHpv00LKTGdTlFKMRqNGAwGeN/lHnFabyP0LVGTZfc753DeUzd1prn2VYFWWQaImJAStJYrIcGl+GIg5Yn9qjqTMPL3frb9EULIwqIhUNd1prt6z3Q6XeEsy0HNpdpz6BUXtFYrwcn8pP2GPilMjLz6W76PUgoGgwpEj9cEt6pOltWA1rnSAkHbZgbZ8rPcjqWU5I69TbQSuK5hPl9k+RaRTuVZRE+RXdvprydZekpyFmaUqySSj3XIB4e1Vk9PBaeXp18fbgwhnu7+BUTCV4Dy9EA5LNtDp+2q07v0gfemAcW1+oHl0Owf9Jjl/1fPuwbWrz7E6VOdxVRu0iI7m2DPunHe/JrL3yMCn3IXJd70Xpb07H8f6Rf4KskloRDSkIRm++Jlqt2LeNeRgscvprQnN1C6yC2EJLFlidQWhERIyfTokO2dcyQ6RIQQPT/yj3+GF05mXD2aczJZ0LV1xlSMYDy27A40FzYGbFWa3Y18gYTosdowHAwQAozJGkBBgNKqF75LNJ2jFZLXvv6t3HOn5Jf/5a/w9LVjtFFYIzMbrDc+y58uEboF9fSQ4BtC6Eh4ZBC0TSRGTdsmnJMIWeGC5GTacv3FCSfzNvfx28BgUOKS5EtPvUAKeepc6dMLYHXS9tVRVvPVDDY38pfZBZrYos0Gn/y5n8a/8EVkUaKjZOIXtNOWlBQvHHVoo7HWrhSBAWQSWKUZ7+3z0JvfxCve8M0UQqCOnmP6e+/59zoRvharFgXXJy2TeUtKic2qYHvTUhSG2Mvte9fh2gZtChZ1x8LDUe15+kbDl59veP6kxWjF3u6Yi7sb7A1hqxJsV5LtoWJ3Z8BoZDCFIqWIrQoWx0/iugWuyxPnXdcxHo8ZDof9jjKugnZO7HIFwnddh7WW6SzPqVhbUZbjTIvOokxIkS2Tc7AxCJlFL4PzBHdqUJbJGo04lHAAACAASURBVP130nvGRBJN15Kip6nnq1bYEnOpqiorAGjd05CXZldyhRctEwvkKmt5kUMOoiF6koi5zSME+696N/M2P8a13Uq0c1kZLX9674kh9eoJOcl6f3s2IwdHC8aVZDjQyJhYNIv8WV2LlAmpciJX6lQLbL1NtNrd9wlFG5v7nP06pZOvMbFEHlQVuWjov6dl8D3dzS+TQWaemsyoW9Fz1z/FTfMmayD/8nVX72ftPkucb8XKiuQW3hrWBEsMp7+Nm0B5liB8TpRZTXrVy1oltvX3cbNE/s1tspurt2XcWk8wN7fZbrVuCejP53O0LdGtwymTZxC0Ik4nNMfXScGDqSCCLQ1IQ5Qq7yR6Eb4oBd53SJ8v7Cg03/u3/iHXvvRxHv/Zf4AekEFQYKgyG6MFtFSEFBgO8xCbkhJCDRo0ES8MRgpczP8XQtN1+cJZWM/9L305Dz78Cn7jNz7E737gY7z97Y9y/0MbRB8IIuR5AdeSFseI2KG0RGhFdA4fGo6uXsO1gYX0+BgwJuG6vItsQ2DpUTVbLEAodrYqvnTtkJPZgrsv760G59p+5ymE6M2I+hmoEPFOIBrPcGwQPvHc5z/B4voX2d3fwpCynPq8oQ6elCTBNyS1jbQamQRtk1WRY/BIY9m+eJ7zl+5n996XotSAqx/6V8hw+yqXUiuKjYoUHclLYnKkaDK9XGQ5fJcMLkiuHZyQos8mVcZidMHOiN73PpvCCSKFzYKXQgi61iGlyJTiEDPpw3sqq3nqU7/LQ1//rqwdl3TP+gIfPFoKokinCabf24UY8q5dSIbjjT5wKSDifTjTkoox5tmGPjhpm7G7FCJKy1zNx4yt1HVWNpZkVpdRGWOztlx5z0gpqeuawXDIYDBYecrHNYHB/LqZEp2l6U+tl51zK2JCDAHnfFY4MBW79zzMaGPIlz/4L4gJ6vmUsqhWA5rT6bRv1yWEsmihiLFBJIM25R/wzX7t18UrV9i74xLfde+9/OKv/i6tLLjwwH0cXb/BpTvPZRFOa7FWk5CralMsA3pM+BT6flFAiCFS+L4y6y151xLBaYJZTXqcqh8AJJGNfFMkCJlbdCKgZMItg3f/yLQK1uuV0imIv3y909fOWM+SnJDS6VyM4DRxIE7bZKv3FU+fV5KVOpCC0NOihRA5FqWEjGQxVnn2Of6g6urmZJG7hL0eY+o9pMgmbvnvWboo5kPFf/QQ5dGNKZEpw/GAu+YT5l3HwIKrZ4RuloOllP1kvAYh0Tp7LCwOp1SjUS7rycyhkDIbCiJ33/cIl/7KvRz//sfpZGBja5Orn/kEzz/2CUojCAE6BD5E9vb2aRYL6lmNKSqMhCB7nZheDkYK38t2ZAqpawVCO779T76Tx798ld98z+8wndW88jWvodxuMdEiYxZKTN4RuhYpNIhIFxzdYpJnK7qWajQihpCnzHu14yQkUiuSgJPZnIv7u5QHRxzNWnZmHRsDnSH7mMHBQKYlW3Oq0JtiPi4kRV07xuMxWvdBM6Wc6GKk7TzHx8dYLTg+XlDZMVbKnjqbUEqjjKEaDElSEuw+j3zLn+FnP/BP2TSjW58BX8MlUkdwHUpKisEA72o6F4hoSmu5cXBEjWKxmKOUZmM8wIpAaS0pdliZsCa7CaJiD8b3baeQMCbvZEMIlIVlOBwyv3GDcjjEX/88xG9A2Yz/tW2LUgmtMxCKFHjnkUrRtq5vpUaq4QghT0H+GH0PfqszASIR8S4w6NuenQ947zHaEOIplXkpHQOsWlpLe10pJU3TMBwOV0Zj6/fJF3qmgMZIX1WZFUU6n9tx1SZbBhDdn0vL243W2P276UKBTg1KyV7kdIFSBmvtKmH6ZoJUGmOHNK5DtvVtOVcKW/L09QXHR4e8+W3v5JkJPP3UYwznE8aje7IAqRRoIemCJ8tMxhVdVqZeI0ySq1NJX2Esd999Kkg3Bfw1fCKmtHb/dUA7WwOvs/mWVt3ruMaStfWHNYnOBvTT25fEkPXhSSmWnjVrki5SrBwfV1RmkdPrmYqjf+4gThNSxtvT2cfF9RbhWWB/eaavaMdkzb3121afaVkR/sckl1nbQh/cPv3e91JUO5Sv3kY0cyoJSWe/e1tVoDIbKyFxTYPzgZ3tfZp6ju86nIuEBDJFBJ5pqIlth714N6ppaGfHnH/F6zl/8TKPvff/QZGphDEFDo4n+LalKEqkLjiez2hdjd7cA7K4WvAeHwAk3kciC9JC4roDLl3a4r/+wR/gw//u0/zC//1zvPJlr+Ut3/pOhHaomHWMkm9JCoie0HaEyRFGSwqrScHlAbZcizKUhjrlKeDRwFJfPebo+Jgrl85x7fljPvfl57h8cZ9hZZFRQAxZH0zkXYeyFmENQgk6PeTeV7+Jq88+x+bGGC80TeuQOjMyvOtYdAFOFmyPDM8fdzxz7TpXLl0gxUhMHoRiMBwhyi3O3fMqThaBdpTYqnYQt8mfA8DKvKMPEY4nc9oAzkfmixozGDB3CcOCvZFmXCSUyrRZkbIUyUYvVhn6pKq1wYdc6Q3GGxADi9kJiGy37V3DYFji6bD1DUIE0WtDSXk6gLdk4NSdYzQuESEhlMIag+gNyk7l7bNhUyTQdS0ChbUWrQxamTwd7z3WlhilaV1uq82nE2xRomyJkZK2t3QYjUa97EqWolm2dW7cuIG1tlcqzms9EEBvu5siSuUqx9o88xVCwBrT7zT7xNN/VudcFtlMiVf98b/AZ37l7+G858biBiklBoMBnc/DnSJB6HJVPulmPPzW72KwtX1bzpUPfPpJjictTVvj3/sYorD87b/7s/zCP/7rvLl8NHs0kRCSzAKM7qZnWO7kc7BTyhBjs9Z/yj+kkmd36X3hklJCyHX8IScjuWy3pUx9Xv1dgI9pBe6v5lhYrxJkv6OPZ28XCiGW7aX85jLLlTOJalXBrLXHziQBASAyk211HE5ZcKf4ev5lXb9sPdEt/7/6W0y9YvIaeyxm0tEfCOz3Hkjpq3hF3TK5VFrlXnlKPHP1GZ7/Z/8nL//MR7h08SLl3g7j7d3M+U8CnwJS5l3R5OhF9i5dBqWRywMtE9KHnkLp0SLifY1wLSLWCNngTlpm0XL1pKUMII0kklVRyyIHgTplaY+RMfi2Rm6fzzvA1IGUeRLXe4RUmZfuW+Ik4Z3gLd/wJr7527+FG8dTfuUXf4nSVLz80Tewe+k8Fy7cASmSomf23DU2bcKFhIoaWWqEknTzKdoYOpVtbbvgGI01hRIcTya85M77uOslBU889RxPXzsBKSmMYn9vm8IajFCochs5GBOHG6ThNpdf9ipuvHiIimAHe3SLDm80vlP9dLVlMCjwUTAqNNujxLSBLz/zAkoKhsOK7Z1Nyt07kdUWzzz1NMV4h3j5EpUcU2zcHmdBgEWXmM0bfMrukI0LFEozHhgULeORoiwsSojekVNSapmp2EKQXAtEbFlhyXpgpUnMJieYThHahsoqUkwoo7J+mBQIJ+iAOD9B7JwjkkH43FHIOmNZUaeicw6hVa9TliuhFDPIq/TSYhdSlBS27GcW8nQ39MO0wiB6GZKyKEhC9PMvGtXvmJU6HdDMCclRlJYYEnVdY1aJ5SzQCqdEgRizCkUIYWUf0DQtRWFB5J37EjNa7nqttYiY8CIRyg0uvPKbeObjv8VwlCVkpPNQjWimJwQ75iWPfjsbexfRpkLLPGN0O9Zs0q2wI1tojNb8zb/8/Zw/t4MyiRj740LKG1KxVKteMrP623p6bicyi2olAy5O2U3wleA2ZKrAEl9JPV6z8oYXCa0VImUsa4WrrwXa3INbp+Rm+ZVlosoCx0tiz6qpxnpqSOIWoH1KfcLoh2alzFiNWEsOMT+36FtVy2O2fK9i+fibzq9T8kD+tzq+KaH65mNYYsUpEUNPdEgJEfok/FWA/VsmF92zaNq2I0mJd45PfORDfCwK9nb3uO+BBzh/zz2Md/cZjrdwOl+o47Lq6ZgQbEkhBZ2bIWIGEVMI1F2D8JkOHLoOFRNKGxbdjL0LF/CHh0iV3f6UKbBaZzA4ObTS+BixVqEKC6nDu2415SyQpBByz7vvdTrnmRwf42LiwqU7+Z7/5r9gOpnzofe9n8n1G8wmU+xgg+Adiy8+RhAJrTL4PvOedjZld2NMFIm27ah0xeHshMHeLsOyxM1qnn3uaS6c3+HOS+eRLxzS+hyUZo3DCw1KsCUsQliqYshgPGB/Z5snv/A4o81tTg4PaJsGPzZAufLF3twYcu3gBGNKzm0PKNvEweExXUo0AXxSnEwbePZZdi6AMBWaxPjBV1F/+YO3PAG+luukTjRe9lWmYVgaCikwOg/s5XmSgDWKwshV1SWEApF6dknGFqxVONfRtnUvWOopCk3qq4w8iyJWOn5KCw6vPcH57XM54ISsEhG8J/i8+yoG1Rnqp9ZyhWfk39NK4FHI3IgJIT+2rms2NjcJvUx+CI4UQJosVzQYDPAu0rqO4LNLpHPujGmZVBl0bZqGjc3N1ftYYjBwFlRdr77WmWmifw6tdd/iyrIyKSX8ivKctbX2r9zHtS/+Hm56QJSWmDSFi3SDCzzyrj+FKscrUNs5R1/+/5EvqTU6JaSWDHvvGyuhWcz7gJdDpFgyvCBjDPkonSbkflIfqVYUY9G3mKTI3vFLh8mzdGFy+0vk51uupXPrsjWVY7NYReEkxOq2XISc7uzXK4XlnNUqecV1/a7/n733jpEsy9L7fvfe98K79D4rK7O86+rqnu6e6R7vd7gisVxJXNCAK4mAAAEECEEgRAlyAEkIIiCJyz9IkQRFgdqVVjtcMzM7dnt6tr3vLtfl03sXGRn+vXuv/rjvRWb1zlRP79b0rIkPyKo0Ec+ed8x3vnODgwoLEe/M/RStBRbv3xF3Bx9A5wLhIeWcVBxWmb0f7rUHH452uBJxh39wvMTnpXW0wkF0DPEcTGeJGFcxxkvx/CSIH3dAXXTRRRdddPEnwUfHmXTRRRdddPEXBt3g0kUXXXTRxUNHN7h00UUXXXTx0NENLl100UUXXTx0dINLF1100UUXDx3d4NJFF1100cVDRze4dNFFF1108dDRDS5ddNFFF108dHSDSxdddNFFFw8d3eDSRRdddNHFQ0c3uHTRRRdddPHQ0Q0uXXTRRRddPHT8mQkuQohJIURVuI8KRAjxnBDiP4u+/9tCiBc+5PY+9Hs+LIQQVghx7Ge5jy7+KLq20sWHQddefjb4MxNcrLUL1tqctfajWRP8ARBC/A9CiH/3vt91DLKLny+6ttLFh0HXXn42+DMTXLrooosuuvizg597cBFCzAkh/ishxGUhRE0I8a+FEENCiG8LIfaFED8QQvQIIaaiUvCBH3AWbfN/EUK8IIQofvBLxa8JIfaEEDeEEJ8/9IdRIcTvCSF2hBB3hBB/J/r9V4B/APzHUSn9rhDiHwKfBP5Z9Lt/9mN2lBRC/BMhxIIQYl0I8c+FEOkPdbH+gqNrK118GHTt5eeLD7yYHxH+KvBF3PG8DTwK/KfAdeDbwN8F/u0HbUS4j+T7F8Ak8CVrbf0D3vIk8FtAP/BLwL8XQhy11u4AvwFcA0aBU8D3hRD3rLXfEUL8I+CYtfZvHNr308C/s9b+q5+wr/8ZmAYuAgHw68B/B/zXH3ReXdyHrq108WHQtZefE37ulUuEX7PWrltrl4HngVettW9ba1vAb+MM4oPg425aL/CLP8XNB9gA/jdrbWCt/X+Bm8DXhBATwDPA37fWNq217wD/CvibH/7UXAoD/B3g71lrd6y1+8A/Av7aH2d7f8HRtZUuPgy69vJzwp+WymX90PeNH/Nz7qfYxjHgEeAJa237p9zvsr3/c57ncdnEKBDfqMN/e/yn3O77MQBkgDeFOPzh2ag/5vb+IqNrK118GHTt5eeEPy2Vy8PAe8CvAt8WQpz8Kd8zJg7dEVzJuxJ99Qoh8u/723L0/WGj4QG/i7GFM+Sz1tpS9FW01v40ht3Fw0fXVrr4MOjayx8Df56CC9ba38A1xH4ghJj5Kd4yCPxdIYQvhPgPgdPA71trF4GXgH8shEgJIS7geNr/O3rfOjAV8bAc+t30TzguA/xL4H8VQgwCCCHGhBBf/vBn2cXDQNdWuvgw6NrLh8efq+ACYK39t8D/BDwrhJj6gJe/ChzHRf9/CPyytXY7+tuvAFO4TOO3gf/eWvv96G//X/T/thDirej7/x34ZSHErhDin/6Yff194A7wihCiAvwA+GmzoC5+BujaShcfBl17+XAQ99OCXXTRRRdddPEnx5+7yqWLLrroooufP/5cB5domKj6Y77++c/72Lr404WurXTxYdC1lw9GlxbroosuuujioeOBcy5/+x/8YztVSLJ45wYnPnGR3Y06OZklVBVUdZ9qeZ81r0CmmKfWDGlW6xzrSSB6J9gslyllUoSr88zMXKTd2uLmepmM79EjGvjpJNvrS+hkL8vLa3gTpzk3APMbizTLYIpF5P4e2ii0EmQTkLeWC+N9fOvFdwjHp+gt9rK3vcz08AgnCz73NleZv7NMz8lHqfsKZJLx5iIoj6XldXKDE8zvN3lmZoZizuPqW8+TTvSTGSrwvTev0zd2BOWleHQww61bd1CFfgZ6Pa4vbCHSfZwfSZAOPfYWVxGiCSmP5d0qO73TlKhxvpDjrddeIn30HGHQoui16Sn1sLVVpmEEmVyetabCsxW2t1b4yqNP0A73MTvrzBeOsxMY0iZkolpm00tyo6HJBgF/5Vwv2/4gPwj7+HuPTPC797Zo6ZCZ2ibXlpZg9ALbq9cYqWwgznweJdtM1Wdp1CvMBVm+8U/+G/Gg+/yw4CdS92UqAoON9iylxFqLMQZrLcJCtAgtFpBCgBDEB5pOJ/F9H99XIBXCWqSUOBGNwVqN7yUQ0qK1Rknl9iEgDEN8L4GnZGe/QgharVa0DQFY3C4FvuchhaQVBAghMUajpERIdzRCCJQQgEApCQikFBijEQJ8JTHWghVIqbBoBKCNOy5PuHMUQuD7CmNs9Iv4QlmEFSR8D99TCCGQUiIlCClQSJSSCCxEf3M5oei81vdldB0kUiqMtUgh8DwPYw1SSYIgQAqJiPattcZaMNbSarVBSSq1Jt/6/is/c3v59X/6X1rCkDAIKFeb6EQPqWQSKUV0YSzS0jk/JDSahncX9mlpjdGACdE6wFobnYvFaI1FgDFIQAdtrBBoKxDWdF5ntUEbsGgwFm1tZJ8hgQ5IeB5T09McnZ7h6LEZir05+rJpMn6KtcB3x2kFGos0ktAasM4OAgSh1hhrAIsJ3XqYsd1jLQgDgAkCjDUIEd1LT5FMZ8nkcjzxyAkGJFghqGJZ3A0ob63TatYJDSgpCC3Ori0I4excSYExBq0N2hiwlkQyQ67USzqdZnenTHl3h1plF2s1MpGgr6efxy6dZlgJEBasxQJ7oWVtt8rq+hbNRh1rwBgN1tn4155+/CfaygODy5GJEcKtDXRgKM/PsTK3TPH049TWNhGmyoUjR9FbFZYX1+ifOcHJvgzr2zvkq9vI8iZeepThvE95/R7lZhMjLUF1j9l6la3qJulUniFpeOrjz7Ba2efW8hIUhpkpJbn2/A9QPX00Sr2MDIySbuxRTCV5584S/QM5HvvYeV576xbDI6NUK7u8t1dncOgIxyZD3l3fpS+fYLHeYmRymJu33+VvfOXLfOf5dyml+3h3a5PavRonMv14mRSmUuez546xUE9Q3VrlTnoCL19i9r0rzHzuk5hEm1IiyXv3NhHNBkcHsrx3Z44vP/0l1hqr9BQ8RkQv0oNLTz3NvdUNJiYGWQlSJFKGoVaD3b0y6fwwO8vXSZV6GDp2jjdnF+lN15goTTKWqFDZDkBZsjMnWX39BaZ7h1mxHr93Y4mkXiSZzPNN2yK/cRnVVlw5/hhptcbk8gv05XrYPfJlZvZvcGd+nncufoGLI22e3p19GL7gp4MwgITIKVgrIydq3AMWPcAAQkqEsBj742xTUq83Sac1hWIvSkiy6STplI+bHLBRMAJPeUjA8z33cApBs9kGa/E8FwiM0YDFU0l0qFBSuX1j3TakQAkLNovwFGEYkvB8sBblSYS12IhBVkqhlEKK6FyEwFcgcA5fSokRIC0YY1wAkxYlFNYawjAKYLjXAggr8X0RBQaJQSOEwFiLsBJPRUHYWhcszIEzii4I8UiFtRblKaQ8COhYCcIgRAIpFVgBwrjjFaoT9GMn/lFARuenhCSVkNSE7QRgF/tcotGZFBECP6HwlCAUHlJYMO717tg9tNbuDdY5SG0N0vMIrUFaAUZ0rp8RIgrQCmvBahcAFAk8axFWs7SwzPy9Jf7w2efRxtmcVC5ghUGAsZZiqcSFJy5x4sxZcoUifiqNEgqpFEYol2RI1bF7a8Gphw0Sg1ECYwAMQlh8lSCXTZPOZkkpXKAUgiyWwYLH8pqlslOnpQOXbCCjhE0jhER1EhMbPYMWY6EZ1AiMoJlpslfZI2g3sXGGY0G3AxZW18mMDZJA0jawU6kwt7RKo96gVq1jjCHsBEqD9wG28sDgUl6ZZ3ZxjUvHJlm4dQuvWKDZrFFJZDleGGD+5juY4YuMnzvOqGkw1pNhd2kB/ASl3iL7a+sk0iF7usG9asjE0CimMMTeGy9zdGaageo+e3mfTGuLlY0d+gey3Jqdp7fg0ZsvcfLS47z0ypswegJbrTO3s0xKBOhsLz98+VW2yzVy3jjtoEXRQG53jVWTIW3KqOQI53sLLFZrnC8d5eV3rjGYaFLVm5hkCdGTY3ygxHvXr9DnQbudYGV9n3wxzeb6EuemjtLbk0Nv1UjUtkn1j1DMeSwuLDLa10smc54ra8vYQj/7aztkjkyiW3ucyOcYzSyzs9nGU2UaoU+l0sQbGMRUNhmYmkHnBhlTASMpj5WFq6y0lljY2+SZJz/B771yl2p+G1Ec43gxwXFavLybxBbGOBJssPzus3jnvswXe+p8+zu/hT36Md5O+VysrlFZ+DpXLnyV4yOW8h9+naWnvsytxd0/xqP/J4HpVCRAxxG6asOCjJxiVOM4ByI638fbsNbSaLSoVRuMj/STTjmnmPAVqVSC0f4SGI2f9PClj1Q+ygcdWmq1BkGzhafcwxUEAUpJV21oicE6JxFadOgyTM9zj4LyhEvcxIHjcodknbuLxg+MMaCcL5NRALNREBJSgDUoJEaDtYJQWKzRWBs9/JFDxwiMDRFCYYR2xyHAhT6LtRACIJFYgjD6SUqIj+19AUa3LCIKftZapPQQwgUmGwVd5QmU9Ai0wWoDVjvn/BFBCIVQCm00Cc9nvwnSM1gPpFVYLEaAisKMAJJSugpEAMJihcBTEi1Aa4MUyuU2VmOFRIRglILA4gkPrdw9UlFgFhAF1vfdayAecFe+syEvctTWWjw/hYfbVis0vPLia7z4hy87Jx2GCOEqqWa7jfAkRyeOcuHSJfqHhin295JIpVBKOdeuJEoJjHCJRUJ4CG0QQRuJiKpMgzCSkgfZVJJawkeGGqktoda4J8clNxoXwIyRnSpQSPewNepV6rV9TBgShoGzIQvCWprtBpvLa9R2y/hKUa83CYKAdrNJOww7wVfirpU2JkrafjIeGFzyvodpbfLuks/xmZOYVsDm3Wt4iUH2Cr3Mpqb5mKrRvvkW66NHeXNxj34vx4XxYd6a2yWb8yA9zJGMZfb6C8zPLnD2qY/hT4yTzPaz6hXRiQzza6scS7XZXarQqtaYzU7THOpjVKUIW1v07izTyFjswCd5Z/YmHx9K8fmBMf7gjTdo78wzM3WSu2R4fe4uY1NH0HN3yJgmqb4ixXaaK60aXmqcmRz4+3vUbi9yfHySOyuapfQQN3pGOLN9m1MjAxS8NCn2WK232N/f57I1PDE9SlhbxkdRyhku1yWNxFFqlRtMiysUSydpVrfxTMBvXb/Gx888won+FOvzdXZDy+iRSerVGgMzR1ianaU/1aDRDCi3DevF47Tvvs2F8xcYKk2SDa5QvfwWHzs3xd2dMg1R5OzoGM2dFVLTZxnNZPDuvMFblRL+Z/8yhauvkG81udYzynhfAXn5d7hhi6SPf4zH1C7hUO+HfvAfJlwmajtUDOCsHxFlc4LDfT+X1QGRYy2XK0yODZP0fRSQzyXpKeTIpZSrBmS8H40wloTyqUc0CcQVknMcVsgoW4soIefCnJNotVBKAQqpBERFWEzjYWzM1kQZoXNy1h5QKmEY4vs+hDaqSjTWWKyxKKUOKEEhMFjCwDkGd3wCJJ3s210SixAGawWgMUIgrKPzDoL2AaUYOz9j4usaBzOLlKCtQSARwkMIhfSg2WwSFXAuIP1szOAnwxV/GB0gRDKyhfuPQluDsgqsqx9jWtAKSahbgI3unQYjoyAR0WlWQOREQbp7hksURFy9SdG5LzEO3yuIArcUrvo21gVHaTCAR1RxGkc/Gm0REnK+W5h4dW2LpW9+AwvoVgsjLNlcliNHpzhx4jS9/X309PaSSCUJMzmUlYQiZKPWYCqTAQQ2MknlCVLSQ3lJtNQQJXK+Eggp0FojlQ/WdKrtOFlzdKCOqmblbE64ilVrTaPRJggCfOUhrI0CiLnv+ezYnJJI++DS5YHBpWoFg0dOU99cpukfQcgKPf197Ng0wxlF/8kZyu++yPGjJ6hmsjTqdehNc2f2HsFeiJkYZ2l3lyNhlpHBAsNDI2yvrLJTbeElBGOh5E6jjJ8tkgmaTE33YK7ewaQC2jrB5tou/ZMn2G9XKDbazG+8xng6w+25OncX9znZm2FxfgehMtDyGM0IsuVlJk8c5bXbtznbN8j82gL+kRns7iYLwjLR00d6apxA16hvLDPRP8HtjTnukqaAoaeYoLIdUt6ZRQ8Nk8z0Mru+hL+7yvjIAD2DY6xW9tmdu43ffxRhs6TNHo1aAhkahkeHSYuA29dnubVbZyJTpJrLn8XqewAAIABJREFUs7e/x4Q6QrtdpVVJsVMNOTpZgI0W7fNP0/YyvHfnXf7S4+d4/Z0rbGxsIdqQl1U2ygmCrVVO9gyxF/bQLvaTX5pjx0JjcIqjwRp9QZ03VYFzE9Okym1m+rM8d/06oxn/gQbwMNGhamz0sOKcuzYBscuIWC33gAuBMSFSSBCSzmc1WYuIKB2tNesbGxy5eILBUq7jRBECKwTCSEKrUUogUVgTEgYhWmtaQeh6GYmE8y/WVQQiqii0cY441CHGuuzXWosyymV72jmxMDRYe7+z8TwPQqLKIKI2rCRoa4QEGxosrudibFSHGJctt4P2IRrLBYkw4suNstFxunN0PYcD2kpK1zMx0fWLnZpAdAJzux2SSPpRgLPOUWjQYUAikUAbCBpNWkEVbQUKgUV3tvVRoEOP4ijTsN1G27QLfIdqWCLnr7H4AurVPRKFHpBRsLHKVYuWzv1xwdc6B2slvrQYlOsBRn0P9x53bWPHq5Q6tA3xR47VFQiuOnJ2rvCkq2Ck8LDSEpoAqQxY0UkAPGsxOoPWBpNNonVAEFhu3bjLzet3nS0DRodIEwICP5HgyOg4xx89zczxGc6fOU0imcLzfHpLPhafwECzFSAFZBR4nrOPMNS0raTaDGmHNrIL9zzaiGJ1QcN0bMY9ixptJOkEFPMZQm3Z2wMRBPexpSLa1gfhgcGlXduj1gjZT4+jd8pYHXJpeArdarK636C6G3DhkU+ws7nGzn6ZhC9Z3NMYnaBncoj1vSa7mxtMjzyGP3WaveY+Az0Zxgb6MLkc79y4gVVZ7khDutlgZ2+N0d4ES9t7FPr6uWkEJws96EqFU489wuXf+z5DZ0+xmClSaIZs6jpDI0Mo2eTkYIlfX5I80jdKMdUmo68ze+cyv/jUE1y9PcdudhRh6pQTPkOtPXqKRbJpy9rGOk8lU4Tj56jVKmwEuxTDkIQOyO9sc2Npg4VUka8+eomtlW38oIleukU+NYzcW2Cnd4qhlGBQK3y/wP7tN9gYGCefLnEml2GfBAuVJvsyQ+r2HMkErISGwuAA92pQHEiSqdVo1naZXd2gmVwnlfXRjQojIyeoK59cWCc3NMnSxiobwRbZ/fdorgdMnZDMpwvcFUW+OlNia6nMcrnGyWKR2ddeoDR8hFTuo1ubNH5IY7rB/R/9Mcr64wgTO4OYKnOVygH1FD/cxmi2tsusru3Qn8+S8CLKxwiEkq55LizGhqQzCWr7LVqtFo2246SlVIShRimJEdbx1NaAhXYYEgSB67EkEo5SCEPHuUui7M9VE0IKAm3wZOTQraVedzx0MpVCCoHWccXkMlpjNNYYPM8nkfCxxh4EAwFaW6QAoRQiChChNmijHb8vVVT5BdH1cL+Th/oSoAmtc53WglRObKBDA56ILnlA7BIarTbtIHAN36jC0ULgCYm2+j6n+rOEsC771cJVEAqNsYJE/ALb+QcAiQWh2N/eob/YF/0lriBcI18qD6NDV61GIgZpFdY4iYWwsZ1FrZmObQqkkgc/R7+LEyCMq5aEdNfQ2IMy3FqBci9wDluBMNF7jasEpQUhXQKEEGjpRfs3BMa4qthahJ8g1Jb4WZjbWGf5u5s8//0XCIVwjX+taTfrGGHJ9xQ5fvIUk5OTTM0co6e3RCqZIJFK4EmF70mX3FkRVacCozVah52EyNqYknZ2LZSHNrBXqRNGtFvcu3FimriX07kEPxEP9DyVe1cppFLIUFMaO0rfo59l+95l9tY2yKs6vl/kVu8lQpXks1MF1rY3aFRC6rlBejxDKtykmPBYn72OzpW4cf0mwzPnaVY2eSzQXDg6yvLaMmJhjsnHv8S12buo/mFMrs14LktyY5Hh6VO8tSB4drHC+JljzO81OeVVGehPM9sqcXVnnc+NDbN69Xkea1Qwc01Kly7S+4W/zvLrzxH6fezsXWUw2+b2bpVUosTltiVpQqi1ODE0Srh0k/3bL/DoI0/xb67ME+4bhoaPI1OSXxnJcHV2jZWlTRaKE2xu71D0cvzCsSFuzC1Rqy/S7D9DY3eVyWzIE0eO0Wrtcr3VxvaNMVorE+yuE3hF3rVtsnKITHOdeiNgsidHecenLDTJhKDeM8JjZ0d5b63O3JVX2VyeI+8X2KVCvjTC6ECJ8VqF2doowWSaW2vLnOjfZT83wtcX85Q25vncxDg/WNxg6sgRFl5/jePnpj7gMX94iDM1Y0OkdSqXuDQ/nP11Go0dakdAXLUIGdEUpmPQQWi4fOMuQbvJmWNHSKcUvlQI6YHV2MAipCEIAoLQ9Q6Cduiogkj9Za1B+l7kUJ32IM5S44rARhWTttY5COsyUCsgCAKnUPIcNRVqjRUC5SUcfSAEYWgIwxCp4kzQVUa+lM7JC6JA6hyUthprnEhARMFBCEE70HhSRpmoe72NuPfQuEAAUXWDxVgNAiReFDfdVbcGNJZAh3hKuexaG9oizlZVp4o01jiK5KMKLtG/rj8FECKV57ifiLpSONpGoIAQIwTNShUwCKkQVmKNSwCElActqEjNF2iNZyE0BuG512ttXQWD6IgF4t5W7DghFhxE24uCT8fJdhIE13STVmOjgKKkjw1CZ8dR36sToKLeoxEGEQV2IQAlOlfEk8olM0KCEC5NifpLwoC2gmQqg7Ga5n6dN19+jVdfejWiU52Y4/iJ40yMj3HsxEkKPf34iSSJVJJEIomUEle8CKz1ogQvquSEU0UGIbSj58/ElDC4Hp/TRbiq+r5o/Efx4OCS6+XciWPcubeAV+gjWJ+nZSTp/iFUUGN6ZIy56g5zNy9zx/84p06dZ/P2EqnAst4MyGUGOeFtsHZzllq2n97+Ecp7G+QaNV5cWEJmJL/8qU8zpMu8sbHGuYzm7uIWpWI/N+tVPJLsXr3NRE8Sky6xLooEus7o0T6uv/kGfb3DpARcMYZEbpThniEGEoKX3nyDZManSsi31io88cyXaCy+y6nhQW6ZBtt7NYLlZY4PDbC0vEjf9FnUwnWuvfsKXy2O8vbGHWxQ4r31bbKtCUaHitTvLbB061XOjRxld/IcL+xWOJ3vRynB/JU3eOTC06ysrbImGlxAkRcW38uw3t7lZF8v5ZYkm/ZpNCTtwhm8Wy8SpKfwwgRzOknL80jfeQf56COMZ3e5O3gcsb3NUtCiVxWY7stT39rkWrVNvqefVjvg9PAkxaNjlMhQvbuCHZ5i07Q4phoszt8kefExZqvBT/WwPwx0Aoi1cRHeebBc5myRkTolfq2TBh9kke4BNh0lVdw7aQWCN68v8vb1OabGSnzhibMEXhvlSTyZwFpLvVrHWhVVEK5pb41GScchiyA8oEwAgasC8A44d2tiJZWrjuIgFzeMjXH9CxOpsExcoRnbuQbNhqs0fN93zXOlOlmfO09HmRhjUb6jLUPrnGkrDNHGoIOA0Fp8P5K9guPitUaboCOplk6vjLFRvRT3MDAEgaO6lJ8gDDXShpHCLJaF68iBH9AlH2XPRQh3DwSGlK/QOkRJr0P5GW0Q0mKFjVrWUK2WUUgncnClGmjtKhgRgnJ0mQ4tUikwIdJTmOjcXBLhIliHAoMO1RjVDc5Oo+ATS9KllGgj8KR1YoRY6RhV3FI6SbJV7hxck91iratElRKEVuAJlwRgNCjVCWw2UhjGtm85oOwsFiL6N+G53qA2IVZKlI3sVBusMdy9dpvbV97je9/8fZqtAKNDgjBAW0MynWJ8dJSJiUnOnj/PwNAwXjJBKp0lkUwjEz5eTL8qgWe9jvAkepA7sH+SnkvP9Gmeu3GD3sIIZrvBui4zduIC+8t3ODM1xcJOjTYeo7l+JvvzvPH8DwmzvbS1Jl0aZbe2xNp6g8mj0+iNFYLaLgOj4yw2YfDxZxA+vDu3wJmePBfGeplfKbLdW0aUW/QEITXfkDUN6lXYKc+hSj34s7d4s9qDFybYr+4xUquys5SjFVpGB49Q020+caKXXV8zqFO0gwqvvPQSM739DI9lGFxeRaYU4dQn2dm4znjvMJTr7G9XCdNtFmZfJDt2jMpGmVFfsLS7Tb1qKeZL/Mqli3zvhTfZDxMUc/28u7fCSbnPF8+e4vLqdczwUTJqhteuvcAvPHqa777xGjI7ycuZPk4WDefsFn+wUyc0AkpDZEliKrP4YpDtQi/VqUd58Y03WJi7gfVTJE4/ibe1QWV3mbcWLfl6SHF8gvLGOibRQ+7cSSaSDZ79zssMXTjN4k6La7rGE9NHWHvlNS7l01xVH93HOog4+8NFC9cTj92Vjaibgwcm5rZd5sR9v+9sU7jqA2tREgw+1UqdcG+XajPEeB6pbIFMLoU10A5bNFpt12APnDLKGu0yYCmd04ge+sOu1MJBv8G6XoBAHWSr0XuMNlgl3M8CMBYTxv0j0wkqSin8hJOkaq07244DQvy6ONBq7ag0rd02rIrnXaIekwWjYupCgo4braLjMF3/J5YfWzwhIyrEdEQE1hoU6r5eTSz/dYHqo7EXi0ZYL7q/lmTSpxVdIysOWFQZXf+YIvR8hRAcSj4cJWXDg2rMmIBYk2Glq0CkkGijO31AY+JGfrQvYZ0sm9gYD/UQcUHQWhmJBW3n2kc77RyPimhdg3ENc4j+Dx0VKJULLMKp+AwWjCFeBNkJP8JOQOkIsqx21ZPFSemtxkqJkBZpnbTdHZNE+u7klRQkhY/RBs/oSOBhWV3ZZGV5g1deejVStwm00RgdohI+M9PHOXv+HEMjw/QNDJFIJEhksniJRDR75rsq+ANSkQcGl0GZIjzzSZK6zu03fsCF8XHM1hJDQ9PcJsWUt09vKctz2wM8e32RwVwfY7TY3a2QUx4iU2K2L8u3N5Y5P3aWU74gVVsimU7j1daYTieY7x3jN+/dxS7s8bXeNMmrt5CTRxnyUzy3o7D7KYzSJGyZU0nD+tYm3lAPhSMnWbSWoTwM6CUminme3W5wYrREzuyxOb9FzguYzGcIB/u4mehnb71C1kKi0eb0zguM9w/z/I1rbF36EvfMTaTp49hkmn7fcnooz+5+i/euX2dh/DSFgV6uXV0jPVCin4D/6NIRfusPbnOz5fPCSpUL5z/NkdvP89r2LKlskv/j8jrewDSPNHcZ21phZ+pxfnOpxkQmz/lshdau5od1wbmjn+LY2lucp8pOI2TqS19hqf8k4exbjJfnKSVDFnsGWPEK7GdSjNbX6ZM7lDfmee1OksuJgMHzF8nv3eSR4hiz+22+8dZtHrnwWRZ3b3AxV/jgJ/0hwUjpuBhhSFgbqZIEGiKPIbCRAiWeSQEimgIQbv4kbqx2qhuhCJFI00IIQSGVwLOGbDJJMzS0mi0S6QQSSbPZJgzdzIA4JBu21qJ8gRFRRUXUS4moB+ccol6PtQjpIY0lNAatREcZo5RCW4OxELRDpASMxY+CuPQUSsjOscf71jqqIt6nGhPyINgEQdAJUtLi6K+oohHSCRgOB0DXhI5maoSTtB4O2gLXn5IG2jqMnIKI2hluSBFxMJsjhOT+ld5/drBCuR6YEEjpIYMQoxQSDSRcsBRgjUAqizUSi6Qn77nAa0MsPnE2LZQA7e6tjGhIN3Ylohkji7VhNFfllHxE5upefKgKOdxvgciG3d4s7phwm3YVrJTouAsUBQV3HTXGxA11l/wLiLIwG40bGaLb3BG4HA5qvudHVa77UtK9z52HQEZXTHSCYXw6B0HY4OTR2AOphBM2eEjltq9ioYw2zN69y+2bNwmCNkKA5yU4OjPD2YuPMjg8TKm3l2wxR8brdMh+LB4YXL54/ihff/0aVSs59Zmv0qcb3Lu1wkQmxd17i6x5WbyNFUp1gyn0Eib62LFtArNKNjOEri7TRxaT0WyXNzCDI6RTYzTqZXJeGplJsH31JSa9NLvZCZ7baVA880n81dssBW1y1TUK/RNs5wYo+UNQyPCpXJF3nnuW4JjBJ40ZHGA/M0qy9win999hWBR5eXGXxuAxphpzlGsNCu0yf+3cx3hjd4srt0KGSopassDL1y4zeuQMe+tv8cSpE1xZmWM5LGByOX702ns88/GLpL1bnMtr7pY3qWxvExRG8PUGr1y5xpPTIwTVNvdEijeuvsMVOcrkdJFLco0jew1utdrUxk+RL6Q4ffstnnnsPK+uhvzQn+arA3t8PqyxtrXO1XoSZj7Dscp3aLzwIxI1jz2VZmVohkC2OdbapnrlLRrDF1hKj9PqneIr/ctsrdyk3Z9nab/GPTnJZLtCf1uT681iKxssNNLUwo+GQwciskIgrMRIE5ELzonFjXE4yN5l5Gg5pCzz/CjbPpTpWxylY4WgP684NzMWySelU5sp9yAJ4QKbPaCw76uUtNZRdRU5jKgRTkSVCeF6JCqiQXQc3Kx1/sg4WazbnuubmNC6OYXIqckoMEohXQM22lc8YxLTHp2J7KjqEFGvyURNfxkFjyAM8T3f9VA6VZ3FSicIENaANh15bpxBE9NvuOrE9/0ooMtOTwYpIgmvy+IPVi/42cM5XIlQCpSHJ91goSW+focl6iLqSVlGR0ZoR/2uuLrg0LXpBN+44o0oThNVB0LYKKAeVMyHbSX+QUrpejVCoWxsIyYKwh0X7SjFuOI61IPQ0dxTx8GbAzt0h3egeoxTrPgctNGdojq2F3WIttRad3p0B8J9OkOw9pCNITVoH/CJ1WEdVWAkODAx9WsM0oMwlPhKIT0PjCE0hrt37zF7ZzYKvk523wr3+dW/uvMT7/EDg8u/+OGrZFJpelIJ1EqZoYlhZv1lil7A1y4+wouzy+QaAcKrIhMhYv5N5OmnWBs6w5W5bYqe5USqgVlfZGh0iOrSFidPP8JmqsSbC6vUGjkyF7/M2XyGV/7wt3nm4hO8c+cm24Mz3Fq4x1BmiJlskdOtJi0sW7fnqfaNUT/7cSj1Mb05R3nnHs1ywK1HPGwyT6u2z2eHsryxvkw918+CH1BJ9dBf3SS9u8nXRtPMrS1Q1nl2+07S8LJsrNTQiQZpkeevnx1h8d4Spf40s/OLhFOPc9Vo+hJJPj6YwYQVGvUGc42AF1Yq9DW26fPgc/kedtfu0t5I8K/bkk+dmGamN8OpVI2bt+/w+5sBQ5uK3l7FL7U20Jt7/DAzRbu5zIWhHoKbzzGfHeBq2ZJ68hJ/aXeWvdm3afQN8AetfsKxCwz4An/3BmeSeeaDPBuFEzRDwUV/j0Rqn0pouKwK9IxOMLRxj196ZJpbc4sPusUPFX3ZPIHRSONRbtWRwvUVrImneg9NpXPwMMay41iFJbl/zsBE/LRUiqP9RYYKOTwR4EmLtgrheW4GQB1syzXNzf0OJ6aS4sww7iUjOyovz/PQ2qAOVfw2cgwScZ9zENJNRPu+AmzHgcABzQcH1M5hx92hr6LvpZCu0SvoOMIONWJNpKJTxNJlF7AOxBKdntGh/0Ot0Vg8EamqoqpMxn0GKQ6cXOfAPprgorV2lGX0s1ISi8FNUXL/dUZGNJJiYKCP5bZGePf3iGLZ9fsdOFE2HwtHXLLi5ltidWInhB26FubQ/eo48Mh2ftL1jnHYdl1gO2QXh14XB9HD9xvoJCbxa9xUvJtbAlz1bQIsrr/oDlN0zr/TxOwENjfv5BIY5XpASmGF69HEQVoK4fpbSmJDp5AU0o8UfLHU3SWCKuGjwuQD7/EDg0tfXw/bd+6CbDM4c5rb2zvstRWZ0gg3b19nJJHCDkyyu7FK39YC9dAgbrxEs9Yk32wQ9B1nLqFoDk6xtb3HeG8PUwO9zL/8Cmf7+ljeD5i79g57/T0kph7jRrWCoMbT2TatMye5srrN5VaLQn0Hb34VKwxbW1VMtpektNwbmaQYGo4f62F2bhZyRdq2ybWNXQrrd3j86Od489p75NO9/MGVdRpBi6Ez5+gzsxwtpBitNUllFbXTJZZ2DH4hwf/18k1OjAwiBpM87Qe8uLZGMHwCm87wzo1FMuUlkiJBqrXPLzz+WV5fKrJc2WCvDPvNJuO9AV/oKzI2nOV371XYkwUmShm+lmhxc/FtWiNn+U6rzYmeEonnv0F/PsN6OcXq1FOcaW0y1HqdtRdWeLZ4DDX1FL6BT3mL7Id1qqkS2yc/wW5rjWy4xZlmk/FHP8Y31iYprN5jJpvlY2aF/fU2b6d7uPvsS/zSFz/9QAN4mPjMhRFUypCVaV69ucDtlSrtmE+OKAFxKLO2bjQaOHC21rgHP6YBRKSwsULQV0jwsRMl0smAVtsDbfETrhltjKTdCmk2AwJt3eAgEJqwQ7MpbMd5Oj7bYOUBDWStjZaO0SQTSYQSnSDhVHCHnBYWJWw0+S8jRY3BREOQceZobdRYPthLZ30yYyLKy+0cTyoC6+gzayyhNR22Bgtau8owzrpjqPfJaAWg3Povbt2zIDwIqDj1WxwCjdZueZk4YMmPqOdiNNZ6brkS4WFsi1C3MZ6PUIcqEhM19IXLtvt7+5idL5P0C05YJgVWu0rIxnSrlFit3XCrcN0zK0R0jw6oLuf06Tji+2Z8OkmIqw4tB/MhhxODGAcBRnSC//sTirhqsMYlDbFdusAo7tvu4YAVn3tMZ4Kjxdz8VLSGHbITaePEydhIni7j5YPcMkhu7blIZSfEffM9xoBQGmEtvhRu/bV4uSGrDq6dsHgfYCoPJFjzKCZPHOHkseM0qyHJXI7TE9NcffdVVKVMotlApgQLfo7FmqI4M8Nmpcljo1lGSyWGh3vZWNtFpvrIjp1ldbfB119+ib7eHhJCE1bKTExOsrywzN25RXqz/WQHhlFW05y7RqmxSSP0uLFtSD7+OVplxfkzx8j5IfWNXTaXV9io1dm9c5WjOYkub1HZb7F+9zZrfh8rm+uMplLsX3mHsVSDc5PDBFvLLNo+nt8NeG1xgfLyHQZMgL3+Q04Uk/SPH2fPCLxkmivbLR4bnWCwuUpRhnz85BHsqUfwLl4i4WV45fnfRW0u0aq3qfqa4ROnuG2z7Pm97N29x9G7L7MfeHx3cYdv1LLMtVI8Xahxrr6KClKsT1xETJ5j2Nd8vvwS89ajeukLTDz5GR7JB/y3F/qw1TWe73+M6tlP0adCLjYWyFa2aBTPMvDkV9i5M0fw7V/DLs/x/X3DQvE4ZSy/IGv0Fwb4USP1YAt4iFjcbbO4prm9uk82neHM1DCnjowy3Fekt1Ckp1hgYmyU0eEhBvp7SSQT0QJ7Tj6swzY6CAlCV4pbITBWYqyiJ5vmrzxzjMG+DFpbyvUm1UaDphZoG2J0iLYimuEIEUYTGhMtjwFCOK7aZZIAEi9qEh/+ciohN+kcBCFhtNxKh1oBdBDSbodI6aFkpPbq0CBxhqoJAreooicknpAklOJg8U2HzuKR2M42rLVYeUD7WGvR2E6giXn8uIqxkZAivpah1rSjaxqGISi3P4lbzNGto+ZWNFBRcPWEjOTdH9HiYhG/Dwo8hVAC02ijZURDxi87FGiEEKQySdqVPUJrO/0PK+53yB2JrIma5TYanIyGew0WbRy1Ce7ax9VG/OVoI4ONFrrUOiC0YVQUHEoyDiVCBzXrAeKA5WzDyYuJ5l3c7xTxckkdsUdEr0oZ91Hu7/9YIlFCVN2o2I0LN4ejtSHUB4HSFRyis5/DQTAWSqhIQKIidaOfTKKUT8L3SSQSeJ6HSvgIX7m+olRI78FV7oMn9PdWKeULXLb9sHMZFZRpBJpgbBpj0+xWdinevsynCgWulIrsmhKjJx9nvtlEDQacKhqUXCazvkxrYJJb1Romkef7d3c58/jHSesldm+9yS+eO8k7b7/L7F2Pmk2xMZSkNDRFolAgt3ybT58eYXGvwnyxQFsN0BgsIe9e5YlMgpvbm9SnRqllx5Bqi9qdm/wnn/8SL159h9ubmyTy/aSf+RJbQpJZvMsxr8lOfZ0gOU3YM8pbYYKX3lvj5JknaOxs0LdbZTCdYLCQ4FYq5Pdvv8vZ6UfI7m/TLC/Qu7bIkYtP8lLLJzH9FCKRoXjrHYaSTcLVXfr2G2wj2c4Ps1Ga5Gx7j08UNYuzN2n3jfDySsCc10sxNPytc0OcL8Dz60/wOzdn6QvLnOsRVN96jqvtDP/j632o0lG+mE+QXr/N76w3yE9/jIqucMHs4lUrBH5Ae/IplgZn+MWBkHxQ5gdvPc9vnfgKubEzDC/PPdAAHiZyuSxBK3ArwsoEImyjpCCd8khYQTqdIZNJRiv1ClIpn4XFVZx6y5Xc1oIijNQvjrTIp1NcODLEQF6zvq6ptg31NrSNIZlyVYPQbjbERM4E4VRScJimiB1VNBhmnI6/U9kICdJGKyDzPlotkopaxzdr69RdoTH4UnQW0gSFiJbUiPstrmo76MvEDihWhqEPVs1FHFRKMW0FHGSX0VIDjtY5cCCH1WqxEk5Eje1YTBBn7U5iHc07iIPAqZRCHHJKP2vEqjYp3TClCdsdh39AI9GRArssXLBf2SM9Mn6wHX1wn0TUSIl7KTHtY8zBNY4pIB035O/bXzRoA/dfz8imtL2fCovX5zJErzEHf/tJ1FmssoopKw4tHxPTTgf9n7gcsZ2mvf0xFZY1xtkyUcNRHKJLJU4xqMR95xMnJvf3/2yHTTi47gfHLVBOtm2ixOABeGBwSSZzpIzPcLjG1WSJnCzw2IkS37t+m8HR09STBZKjJ6G8y3A4j7i9hz55kpXZBYJUnvfubjDYO0XKN3wsl2epdYMjqRLbpsHqmz9g4PxFaoVPsV1f5nOf/gQ/+O53GR/so1VucWVunUJvmkArvnV3gUtHRzhR1OQXXqfegLXUIJV0gXPcIVnbZnG7zI2r10iPjvN/fu85PvP4BYq1TS5+/AL//sUXuLFZZcdPs+33ky2mGPeq7NXa/Afnj3J7bYOlvQblQi/VfAY/0aLQCrg4OECtLbEJn+e2NdMiQzB9iY1bN7nYN8D82h1S+QHuZPpo+5JnZkZILy6wvLXN8r1r9A6fo9I0rJg+MmcHVatEAAAgAElEQVTHOFvMUTL7pO7co+oV+PpKwP/zXpXTGcvfGlXc2m1xPchwZ+zjPKECvGCfYniPb25PMDF5lpFjOez6e/zy8QG+3x7lm6YHqjW+MrpLzVvg7cYky7M75M9/mU/KHXLlVa6tVB9oAA8TuXwKm02RSCRo65B6rc32XoViukQ66SOVpN4K2K9WabVcf2NsfJi98j6NRosgdDM5oVAgFJ4U9BV8Pv/oESb7Fdsbls1aSGChUmuTL6Twkz4g3YBcaAhDQzs0bjmYSA0UhuFBryfKNm3kRIU8cMox9x03eGXEgwvrmvtSSow20arIrs8ihSWR8JyKTDvaQeFWbxae18lEjTadbPW+VY1xx4eUTmrKQaCIG7mHnYDBdBRf8lAF9P61sCByLhw4GTerE83YRLSg5yVQUmExbvj1I1KLxYOjbtlPhVI+0tRxQTwO1Pc7fic6EOzv7TCgdTRwGS2171YIjQKvPeSABdgDKuvwsKz7+aA3F1e191UmECUhBxQtNuoVCYERJh7jcrBuxujwvTDWEs/OuH0f6o9A1Gs6mIPq9H3i4UV3Edz+Dq31ZQ8lGQJXEHUmdeIEJU5OvPv7QrGizq0s/UdtskNJx8ErEp0Q9Yniua0H4YHBpffIBW5+698wc+4JhrIeu4kU1zdWGa01sJV7DAFLyR4WZ9cYSgeEss7o/jyPFeCNe7cZOnGJ7USK/okS37h2haHB0/jtGrW7t6lKn1TvMNXKAgvHjjG7USf/9F8muTrLcFpTMZuEw59jJJ1mdmube3sb0AgZGMlysl4mn2yzane4HGaYyQ6TS8IXp4ZQY0PcDDK8vVGjD1j9w+8yOXKc5vyzFMZPsej7UMnQTCUJ9Drff/MlBvxB8s0K+2GN8ZMXef3eCjdbdcaOpHhkYIrr1T1OZRSqOE1j7TZbw9N8+uwxinM3Wb23zGiqn7Hxo3zvreuMnjtBn4Cp/gH21ma5tZmiXuwlW22wLNJc3t6H9TJH8vOcaNTZP/Yk72y2uHrvHhd7hvlUqc7k1nX2jeJm7jTZ/Cl+tcdw673vMTgwzI8mn+Rfen38F9nLLG3Oo/OGHwWnWUoO8slkk9PpK8zm+tnKP04tLymlLz/QAB4mpEiifNuha7LZJLncANpYWoFhc2efRltj8bDCIIUlmUgw0NeLwKDCKikCktKjpydLbyHNQClLLpOm0aixtFenpaHVCrDSxyJpt9pu9WOgGVgazWjxPU9iDz3xBws+alxL11ECjmOIHlYRN1nBOZG4P3NojsGL1rQSbsYgEdEXcVXipu4jJZQQhMa49Q6FjQYt3bHEgcyXyk33H3YUh7Nc6xrCAreaM5KIDpGdPkEcfFwA0Z3qyMljD4KNW1kkdPJnG83uRD0NJTyXJ39ElYsODULGqia3PH3Cjz6nJdJId4QZnfNwS6pgg+jeuhUOgLhz5Vx4JIzoOFOnGb7vusY9pj/ihCMFo4iqVLdyQaxXi3p11lGlsW+Ni4xY0WYi6biIqxwlo4DulqWJPyrAFVlOrOG2GfVRbCRflsINRlobf4pAx507tSKdKyM6waojffsjrl9G8z0iWqFBCuHo10NS/PsEETJa789aOmtTd+i5gwr/J+GBwWVhfYHRT32BWmD5bNry6q059kvTrI1kKSUF4domw+XX+MSXn+bqnbtsrzX59ddXOXL+OLW+FuWVG5xLG2rVAT7bn+Sta4sMPv0kt6Yeg2qTQrDFxvI97J1dPjk6yStvv8aV0jRrazVOf+Jv8tkjWa5+6zc4reqooxeYq4zyg8oqR0fPsNeq0J/McLaUphns0k5neH7LUpgcode0mFt4g5PDJTZbWbzsFitinPcSIwwu3uXiTIra7DqtxiYn+k/zbLUGIk2/zSCuvMp//uQTXLvT4rV3r7Nx8jzVWsB4xke89n168qPU2/P82vJ1fuH4Y2xMn+dULkWjvMKlUpXK1Repp3qZq1Zpjp3n0VKeGzdv8ciF0zQrWwwkJNcLvWwn88w1s1Ru3uGo2OMzY8PcuneX39xqsL9vSY4PMaNr9C3foW/sEvX8OD+q+5zKrpDYustCe5Grg09za+s2k41lnqzNk7OWb9YznD71eXyhear8Fsv2wdnFw4SOPjfFGNcod1WApVprsbdfpRVE8mQB0ouGy7TL6tJJybGpMUoyBGvIpjxSSQ+BotUK2W9YKrUAi0VbgZfwaAYhum7JpVMoT6F8Sagdt22NQUjvPqlphxaKjjFexj7OYjvOrJP1WjpjoNZ9L4R76JQUJLzDy2e4/yXxkvCg448ZiEdT4gz8kPLGNfwlQh9ku50FKkWnf3tfdh07sTigxK/X2txPf0FEER7IwKUSBx5K0KHejDVIc3/l87OFWyjRmKh6Uj6pZIK2PdxcPhA/RGEZEKSTSZdQHwqesePTxkZ3LO6jcWh7B2undT6g6//n7c1jJEnPM7/f90VEnpVZmXUfXV1HV9/ndM9JDmdIznJEkZKsW2tbC692DUGGYNhewIC98AKG//CuF7D/WNjYA6tjZXFpaSVK5HB4aMg5OGf3dM/0XX3Ufd9X3nF8n//4IiKzmmJzsRpNAI2pqcqMjIiM+N73fZ7nfV4Evg7CNVM8krG3VK9AoJRp42oh/3XIdwkEftikGWiBUJFAwox2AA4ci/n+wpk9kcot/GIETTgzDig6qoAiyE/EQSUG2lpvmHCLqjPd8jNhUhHtI6qKm5yhxrJFCJ01q/eDm/pphcvjg8vFToe5jTrVXIYfzazglmqc6NqhrV6lnujE6+lisz3P8p5k8sEk3e2dXMpssnxrC8tK0vfE55jc3qcgssyXGmzWN3n3298klSty8ewlPl6pUMl08eRTL7G9fh1LuPRUZunr6kLW5nj7voU+9zxrd6f51b5edqbeoJgoUtpdZWpmlWyhn7nGCqf6inR0Jjju7JBeu8VWZpDjZ05xdWOfYqUCyzVG5TYLs1XS/eNc3dNkOjs4OzDC1WtX+NLxMZaljZvuZ4PDvDLxkBfOnWByboUTG3e4myywsBvgF8Zp7xtmIFXnl90y37v2NieOnuNGucjudpXi4ZN0pjZ5Ip/ge5fn+GzXWa5OPqSaSPKW385FtU9fm89xneXW/AKpepni4Bi7vuTfLyzxheGjnPeqDB0f4uHiKrdWEkwVO7h5fYWevXl+/dgwDyowbVvs5z/PyNyH/E8nO3j1aokJr0B7ro//7sUkKx9/jbcbOf649xTHhgqPvwM+wc1JOmHfifFw8tyAjb0StboxJVSElve62e9ielPAV8ajKSE0tiPIpU2Xu+tptvfKzG1VaGiwbQfLSWDZNr7W+K6m7tWIFplK1XTn27bAsQxMYks7/jyT0UXqKhWuIQrLsnFdN3xggrhfJXqCDF+jSdiOIT1pPpBN3D7MmMOuemPN3lQHRdl3RLhatqDhm1kzlmU3s+oIAouhmBYlUwsPYz5Tx3+LF0IRdq6jY+uZaKFVKkCK8HpI0/ehCZCiKW74NDYtTdANfB/LCkBIHNumrsNJkhGfQWssFEhLMDDQa85ZEKfzOgz+lgyIXLmjRVMiDlZxrWgTEVT2CKwo4leb1+nQ1l8KCL+7IAhQEiNxVxqUmXMSphpoofHMDRHuw4vFFdC8f1rX6KawICByC4jOLQpiTS4mCkaR/VeTr2nlhJQKwiAdvUNiWeF9GzZbRudorPij2UvEny+1ILKjAbAs+6C67q/ZHhtc7m8HVHaXObQRsLa/Tt/Ri0y5KSrOLsONbU71djAxv8P8PnSceI5Fkabu9HJyeIDKzH28B5c5U0jywvM/T0nDaqaDNreE7hvg3vQDzh4rsLO4gLr3IzrPX+JbH81y9OQwweY6PZsL7C0us+UJDo0c4i+nNqn3nWe4dxg9d5Pe8jojJ3uYuQcbThE32cVacZT1jTVePNNHe2WHrcnb5NsKLFeS1Nr7cOpV5P4Kz/a3Mb+7y5YqsjN2mkXRzersTfrzWzzXVmQtkeZrf/odOobHeHdrm4GBJKk2mwu5BtcnPkQeP8GPtn0yJz/L7s4i59sVjTYPub/G/MoqPyh3Uf/Ml0kUc/SmHnK2YFEc1nx4eYW/mAzIXniGys46T4xWyYkGXR1dND6e4fLcNKef+Dyv3dlguC1HNl1jbPEuvUdGuSwy/JvFXZ4+1kvX0iIvp11e317jh8uDXB98icONLc5s3mTqboq7h56hUzj06XWe/vTcX0gnE7hBCHkozW61RLXWAMtBKjMRzwo5jXhR1qb0VmFjmAIsYeFEi7uEmuuhVGidbllIaRbiIFxfmryEyUCDlgXXChVa0qShcT9L1JQWwRORDYZ50pr8TCQCEMLIexOhrTlofK1BRsIBceAhbVWgqViZFGaF0mqKD0LCv/VBjQlW3YS7oNkkxyO/Mwqi5hIVvUdEvIU2mXosmyZcKDDBxrajsQyfVtUCWphpnsYWPwj7lCLeoXktD7wHw6X09fawUm9m3oRclAnmhBn3I7AXoumOECcMzSomht1aobOWzQTu5msAsIQh2UPYSwortgQKILR1MUmGjMwiA4+WIURGIv1oRdN6ztooypoqNsPZRBVH8zXmHFt5mhgykxax+3H07Kno99H+g4PXK+KbwvM1vaetX4rC/inKwscGl3r7INsb20ixxsuf+QrXLr9B2+AwnXaC/ZLHm9cn0Aie6ethY2aSkusw0F5gc2ON7UOn6Dv+BXq7PK5/dAd3b5X26iajw11MTW1yfxPUkafIFhJMrdynem+Kpw73013fJTh1gfn9BslGnaM29KYDFlYWqSRTvH9/Bidlk/jMz5ErzTPeI9m4/S6MnmJvbYfcsaPM7Wo27s8R9J7h/PE+ns1ZXL1xh2syxaX+w3y7IrH3qnSzwlB1i+FeTbmni4e7ZRqjI1yya5QHRhjMNfBGz3JzZZXOus/rpQoymeJJb5+tmY/JFDpZcbpY8Ds43NWG71U4e6zI2upDZu9fZ2mgyPqW4NvpdpLfvUq/rPFrz5/Essu8PjnFg/0+OvtHmdue5YmnnsVfnGZp+SFH6lW27D72aorhU6eZdX1O96ZJ1TeYXlxm0Wrn9uwmo1aGmTf/kN986ZfYTGveHX+JM6VpfmawwNrMA97aKXEn08vff+wt8MlthXwWoTO4rkuj7uF5Prbt4HqKIICG76IQ+F6AsYE3k/MsKUk7ijYbspkUWamRYQ+M2wjYrrj4SlPxJASawPFJpaJbXeIrYyHuWAmkRdgAaVxpHUsY63FEODfKmP7FuLI+ACyADmI5rhXyKo5jxyRsRAgHNDvCdYSRQwxNRIS8sfOw4r9rDYFuWnzEaqOWKqWpUKNlkQ1J/rD60+gW8l239AwZ0ttxnOYxRVClNm7Atm180YT1qN2LQOlPx+hUhlNkIMAPXBxp4dkWMlAIbcUIj1IBUgoswnHTUjLU28HyfAOpA9PDYkoUw0cFxiRStEB8quU6CB25ExuHhrgIiK5AtMBa0hhiAmARxOG4GZQMD2YCkxUu1FqYqswKj1WFAUaF8G+gNUL8uPgCCANA05mCluSiVU0ptAmmighC0+Eo7giyM/epFd5HUkRVTosDQ0vyA5G3mYwDEjSFA9HrYxgXgRA2InIy/wnbY4NLl7/N+JkxPn4oWNxcwSoUKd26SmH0KIl0G+9v7DPeW+T65Bz7JZdTYwU6CKhsbVF3Xfz6KvOlAu/MzXP+xEn0TieebXOiW1GZ/pj+iRKl0SfYaORRDc1wXTPtNbjYtcHdhxO4nWMkczmuLk/QWS/xmeFzbBUEG9Kh6K1T7Rrh9p19zpz6DD2Oora3ytj+AjeWN2m4AUf60vxwrUH/voPb3s/P1HeR9S24fRud7cUdPI4cEiw8vI1aWeXMExe5/e7rLI5fRFd26D55js8U0tx9+x69p8+xv99JIPf4oCHpO/Ec96euM5xeZ0hokn3P8vZyjdeSh+nr70DuTvDi2HG+v3+LjclJVMbB7RzmB1M1+qtrdOuA7r05lFNnrdzgtpcklRvHT9f4L0508/oPv01NJVlZSrJVKjFT6MZ3OriUa6AnHtLfKbmfLGCde5n3ljbIrt7ny8PzTMksfzw9xmGV4mwi4JmuymNvgE9yE2E5bzk21VIZYUtyyQzKN9ixrxKmn8NVbOyWsJTAJ+oREDhOgqyNsbgXAtcXrO97+L4g0DbrO/uUa1t0dRboImMWZ2E6iSUWlq2wpI2TNAPCrLBPQCsdyyplBE1BvKi0PuRmrofCkhLbjiCDEMNH4EcVTrigBS0S1/CHeF/RRMRoYY+yylZJcfy5UnJA0UZE1hO/p1XeChCEkmrzL3qvgeeCv4aY1yF+7/vGoDDOYLU5t0AolP/pcHRGWh11nmsCzyfhOGg3ADsRL5C6xcsnusaZTAZLNJpV3SMZvMZwSYTXwDQuBhFoRMSttSrIzCJsqurIhie+L3SzmowriBCiiu4nFVFZ4QofwVMGSjPJi1IKS7cmJLpZKUcBJHyvUiEsJZrVQzRXJoantLmTm8cZQVZWU/0VSSaJXCmiwNh63xtRitaieQ7hiUd9W03RSNRQCcjHDyJ8bHBZXZqlXi3xxNAYu5k0g5kC97WPp+tsL01ypJrgYu8hZmrbZEcOcXtli31t43eNIF1Nj1+iunKHQbfGmZQgO9rJlk5zfXoH56kvUK4Lyjeu8p+fH+fj5Sp3kinaOg/zw0oC3+6gt7zGaEeOpLS5FXRwb3IRZ2Sc9r1FisUOhsUWJW+VlRsPqB4ewxs4z59P3uVIrpcXzxZ5ePsuHbUqJ584wx+/+wEzw+dJZIoUTj2Pv3CXQ94iM9fmSXWOYo8WWdNZCm3tdK/fJt/dS+PhQ/6dlWKxrZs0GT7bvc/S1Dq96QLzTpK2fC8zuUEWhcS5OsFYqkwxU2JqbhE7n+Ibs9tUBs7TN+RzqLbAWDGHyGiu3SmT6RlgXvXShs/5Qw7rN9+lO38Ugip//s4MlbaT1J02Du9NMZC1qW/dZrv9MEvJAjsjY9Qsm0R9lyfSLol8Ej89wiuzm7jdebrKV3gql+C+W+EPH2T4h4+9BT65zaAcOlRGgdJmfrnUptEtumdtxyKZdPC8AN81aLinYLXkYmsL2zJ2FZW6Yq9Uw0OyXamyX6sRYLG1X6Ved0kmHRIJiZA2qWSCAOPPZUmJFMY9VrYsIhqa1vhh5m+glhYYK1wQDA9yEB+HaOEJh4j5QciBmOxYiihTbS70Qgg8z4/3IUQ4ijZ88FvVOa2f0wrPtCqZAmVcACI4LPCDeNZIVAlFVIQb+PH7ogXUEOh22Lyp4458pZTp2v6U+1wiybCvNI5jEfgNAidpqquWQNoK89mWbagPLbCEROkgvreUjjqKaC7ymGw7mkMS2Qw9et3jXpVHIM4oCMSwVFjtRHd0tJemcKAlqBlSLw5QUTCLfg6i1dzgeyEnSAx9Npk6MM7MUVOvaa6MqjsrlBZHHnkHA85B1wD5KGQYVy9h0iQFWslwZMUBRqgZiC0r5hp/0vbY4JIYOMyH92b5XN1l+dp7DJw9xxcvPce99W12Sor+fputhmZzd5cOv865YoHp9R2s3Tr5thw317fIdw4wdKyL2c0FBhybfa/Gz1+8xNde/TaFs09hnfscdofg+O5dyvfmOD1+lNeXl3E6OlnRGr22Ra1aoqu2hyg1OFtUzG5rrs5dJ5GQODpHsred/qSksTdN1nZ5uDnHjcFB9NBZBh3F5XtzPDNymFyhjlfb4PrDe7hdvfQPnSShEmQRpKmzvTpNcvw8ri3Y8KFrd4rDtR06pcvK3Xf484ZN7uhpNlQnzt0PONHVTrHb46OyhaqvctvvIO90kBpq47SzQzEvuX//Cnvd49x2Je/tSo6v7dDb4VBdWyJTXUUlckxVh9Anv0itskd74HG0t4+dpRkKHSMsiH4W97awj7xAd30Xf2eDs7ag1HGI2ZrizWqVAWnRaOzxTKemlvRZyQ/yYXGUo2KdxPW3H3sDfJKb1mb+ho0kadtUGnUDCQmT1llRo5jWdOQyaG0GbCFMb8rybpWtXR+0JmnZECjqXsDsxg7leoB0EqRtgW0LLMcCy8ILy/SaG2DbHomw2pCi2Y/geU2oR4gmJRqIIOaAWoNHFBRMdhhmxhEhqk3mr2XIHUUZYigSiMhzs6+Dwak1I44WGYTRrEUNdNF1jDLrSOGktTGx1LrZVS+EGWJlWU1SNqqUhDaGob7WKOWRSCTjYwgCFboUBChbY9uW6d6PXGw+hU0TzUcxwc+yLbM4+q5RZGG8xkw2byPia4PhB1TTksdk9eF1FTrkNJojs8OLxQH8i5ZqM9wEUSURVSHNJskofFnWwVHQAoycN7xwQQR/qmZfk/n4R5tcze8smtWoCg89dqlp4WEOnAthEhcdg2j6o0Wzf4JH+lbiAChEyxiDpjddBKdG10qLJvcV7V/SvIZRkHrc9vjgMj/FaBpe2yzx8rPP0Si5zExcpyeZJ5nLkOoqUKmVGD/7FBvTD1laWWNtc5vhvnY6Uz6ZnXXSY+O4lQbVfcmk0vTl0vzJ6+/S091G6e5lzr/wi/xoaY9SvY1kRzfnLpxAqmvcX7yHsCVX9lLkskVExqFoC+ZkL587ZyMvv8duyaXjwle4sbrF3dkV+nsKeO0JCukxbuh/zLZMkCrvIdMr5KpTJKbn8RvbdNZ2OFLIkd2ZYSLRxcbuPMWExZPHxqlXdrhxY562w2NsDxxnYWqWjlSFdC3g851Zzo8XeGu9wkyil832QTqtBF85bPHm5G2OZEscHujiTyZn2RzqIr9UJdteILN+nXSqnY2J6+yfe4mr03c4XOjjaJeN421y/EQbr7//Efu+ZvLMZ5n8+BbJwVMMlFc4YwsKeRc3WELl+imJFHsdRbLeCr91fpDr92/zYEuynepkTqTpCir8bLfD7Ox7zCbSrKQHHnsDfJJbEBi7FNtOkMkkcYOAhifwvDpWKE22LEFAgPJUCD8Zy3WhfUQmjRZQqtRZ3yvhe4pK3UMmkuTSMh6Nm04myLdlSYTZbTJy/JXQqNXwPJ+kkzEW9OhY2hkpjEQYQGQIT0kUjmMhpZnyGPMdRF3yZgiUUgYzNz3VLcR7+JA+CmvF/T6pdOgTdlAaGwkRIqjNQA0GIhFhQGu1D4ke7OaiYKBIK4TUPBXa+tvNpssIr29Vgz1aEZlFw0Aj9qfk/iLDakCEBLhwBFra6EYF1dYVn2vkRx9VLhJJQ3moegOdtE2XSMijxI4HWqO1GUIWqcCgCS9F1UTk8xWLyGLRhTiwsLc6MD8qvFBaGQ4k/AwZ1k1CiHDapIF5D36PxBVAtB8dVUsi8hI/uOnY39r8JZIlgwk0hldpkvaPKv+a4GLTlDPsxopfHwUYpQ3MZ4Xn3Qxizfs8qnYetz02uAyeusCh6ff5+Usv8Cfff5+0rFAYGyORTZJQDUTNZ3biNumgTrpzmLJu4A4cYiPbztWFHfLdJ8nOLyEzPoO5OrmgiKcE2ZyD1XeU3PFe/uzj61xIuDzRe4S5zWkufzzJzaDAoVPH2b57mafyPtlEmZGOHO+u2CS7OvgXb1+jePwl+jrzrM7f4qUOm/VqiTs37/CV3/xf+D/XfgOr3EC5DVS9Tt3zUaU6whc0ygIv+0v87FOSN394hc90r2JZDp29PdxeWWWlcxirb4f5xdu83HuJF491cWvZY2Fhm8nDYzycq7K5vcZTec2hRI0Hl9/i1f4xtoaO0ZYb4NqdDznX2c5XL4xTm9nm99+7QTXTS2fPOIOXxujcustvHilwb2GRRLKTH0xt8YOMS+7Ei3xOblHbfUC9uE96e5WbS1vcSHSQ6x9n0E+yv7XO80WJr3aRKsV372/gpkbwEstcypbR5RUWKj7vdQxQz/cRaM3Zxsxjb4BPcjPBo4nDZhIJfN8lkFac+bT2a4B52PzABymQloUlJfm8TSJh02h4pBpB2GFv9plOJUknLJIJi4Rt4/vKGC9i5KHVeG6KDFU1xrIifuCFQIYzYwhJ5aSTOBAYWquYyMpe+wZ6aDX5a/0XZYKtf4vOUSmFIx3zUOvIfsRAcpEwQEoTPCO1UQTRxdbzMiThWzLgKDgKYWKSJay4kopmhpgZL1YY3C0C5RER/RGObtlWKBZo+k99GlvEFemWLNsSkb1JqOYDw51E454xk0Br9QrpVAFfRfJcwiFgQchZKGNvI82shGgwmkKZSiM4CIu1HFV8bDrEp8JQfKCKhGbAeNRCJoIldbQf9IGA3ipfj+EpWuqq8LtvPTrzlUb9KjSPLUw6YvqGZvXZhGibXFRrxdI83SYXE23NUdrmwyUcuL9br9VP2h7PuZT2WSw5fPTuTf7uC+d49c9+Dzet2UazmMihnQSDp59hYWaWoXwvt3b2+MUzw+zuCjzW6CwGVCgwubnP2TNP0rW+w+rcbXZXl3nh7Dkuv/0d2ttHmU13oIq9LNWPkF2c5ec/+zSLU9N47iYb7cfZSduUfYszfbvMfvgaQz50LVynt/dZPkyO8KHSdJ84Rv3YV/mnq+PkGjU8RxJoUBmXdplEZTLojSRCd1DeW+Jff73BC587w1Z3jnNuwMzMZfpSOeTyx+zVk+z2DPO9jQbtpV3apUeymKc8cZnBngF6E3BjR7KcSVIbOE6wt8GJXA5nfxK3sok7Ms7//p0b5LTHs5dOsz0/x3i2wfknL/HP/+AG1/wiezNVzpDh+cEiencCe0vzTn4IrzhCo6Jo2ynRn8nw8skR3rl/j9UZTbWvm1dSw6j1Ov2NGb54/Ai10jZtp0b5vfc/pG3kKVIFQX76Bj0yoGf4MA8Kn17loggXDEtiCUikbRxP0QgMFBaooDkNsBXzxTT3ua6PABJhd7KdtEg7FkKkQJr54rZlmQl7jql4dMJUQmCRz6QJXDNwK5V0iKY42kKihcCxJLZth9CXyU6N1t/4ikV6IK3MxMGYWA8UyVQydO+Nn+wfw88f5ZXt/1cAACAASURBVEtaFxTbMn5eUQWlBfh+0GKmqZrBRTSJeSlFmOE39x1/ZpjlSgtjLKhCh4IQarJt83hLaY7T970DQR2s2NlWKYWvTDD6NDal/DApaJ6/QpFJOrg6Gs1FeM7xT4QuOpT3d0jm88Z4UT/iaEz03UWL/UGOIa5KEC3wFYB1AHqKPOgitCziapr7D6tHdDOQhH+P1GWPXk3T4R/9PvpZxL+L4LgoEMQkvIaYFwnf21qZRNfwwDUg9KIQLW4V8f6ixKUJpUXc0o/fzybQxOcenf/fBBZLzV6GeoH+4Q7+2VuXOfzMrzHk7pLduEli+iFnTgwzNT2DSvXzml/myNMv8F61jGM1ePH0KB98+DZnj51mXldYev8jtrt7uPj0l8ht7bI685ALx8ZxHt6nEeSZf+cjFgsn6e8f50+vz9GfSXF0aJAxC3w7xX5Q4hsrafLJfkZOjTOk1nDnZ+lbm6FNSDK5i/xpYwwyks+d1nxzR5P3XX5jNM8fTGf4x8cT/JtrBcrb+zgdvZxU27z+3Xv8zm+d4LubdRh+iuTyPF8a6kfkbBYXt7j+4feoHD3H7JYkmT9EV28/q0GRrK7wTH2dhfl3eO7Ec7yyvsVVmcHfqlE8/RTPFgUddUjWdnn3oeZw7wgfzO+iGu/wCwNtzGzOoM8d4ubcJqv9R0jO36bQ10lh/m0Obx0i3Sa57GeZqKX4eHqVL+Q6OH2ql9r6NhulCXZ3K2ymR/nmoofd8Mje/S4dexWeP3mU7b1dap0dzAd5NhbWGGtPP/YG+CQ3KSVW2LBo26bDuLuQI+/VqbkN6nVJEDgEQYBlN8lmk10LtBK4voeWNomERPo+IMP+FA8pIZ22cCyJY9kIoSEQBKI5NjidcnCkWVhN0mYIdEsKLFuE/QaqubBA6K3VzBylZWzghWwGiFZ/qeaQMwzcpYXpW9GhhDXMpaW0jMll4GNZSbMSWdFMDVONCKKF3w/J+EcDiYUUoklIQxgwIdAyXigiqCeVSsULTeuQqXhQG2ZWvZQWtmXmyFjSwk5YBjwUnw6hr4IAJSyEtPF9D1uDjcZOObiBByRDE8bWTWNacR3Ku5sUh0eQSoSiXFMtROaOAaoliPx44FFhaSGsUE0YRvZAGPcZFYaGgxVCCL8p9WMLe+vPj1avrQHdJFMR8d9KpIdD7vRB2DIKNkoJ890ogR8Ej6i6muOwzT9ACILARwiJCIcTydB2JgqgAeZe15E7tgznEmkdj2UQcchr9hRFVjR/I+PKxtEXaZu7y/OH27A+XuJUsoM/++BdDp04S9uFE1zXoAY6WJ68w6lsEe59TF91m6Ctn/cyHfhdJ1hu70F1OqiPP6A3qKK2pzk0MoZz7AR/eeUOwyeeg8U1CAKO7k3j6HYOJTym7y5xZfAYmUN9eO2DVJfn+VxmEr+8zVNdHt97c4WtQhvFgdOs1QV7M0XkRYvioM0399IkAotnjmp+74EmV2/QcXqcxpUPIdvAVwlulnKkxi4wu18llU9jr82xceMNrrlPIJMJ5jdrBP1j5MtlLvS00dMtaKtr5rcnmGmkuZ7rYXdhk7m5HfoLHdSXHjCYqBEsrvPqrKLz4gusLGYZKWqS69N4a+vo5FG+sZ8hm8xQ3SyB0HzpkIWXGqDv2CleeVfwupOjW6ToGGiHiWucLCTYX5unJH0WZAeZzsMMt+8zlhRce/tNkpkslkiQ6Ovl/T2frtFn2H33Gxw9PEhfByyIx48i/SQ3xzI9FGZ8MGbokFBk7ATpdIKK41Kt1o05IFbYi2H8sKzQoysI7JBbiRoQwfNcpHRIJB2SCRtbmkVRWpCwbKRtG0I4UNSrFRzbJurm1hjCWrdkfUIcJGVpJoNN6EyaHpdY+WNJIxAIH0zbDjuUtak4jNNz1McQP4ohBNGUhrYqiixpoXRz/DGamCRtNdA0gcIy0ymlCME8FT3hZqZJC0cghUS2kCfR3xKJBIIm9yLD84xkwZa0mqTu3/JmLPDN8VuhvFYIE6T9uhdn0QdhmGZvj/K9ZpERBZQD9vZmUWxVa5kP5oA6MJJsR+KAWNwRL/DRm0wTcMSjRZ/Tet2j/bT+Ld7JI68zSjABSptAh+F8zPtMJR4JRkwVEzkmN/k8wu/QSJuJ9xtfq7DCjZRxkYND3BIFTW6OkJOKKCgd9+uaagYRltU6lon/lMLl8cFl84PXSRW7uL1apnH8Em8t7mHve5xMSazKMrc2KixvL+H0jDKdyTHQXWBPnWLx9kc80Z6l4i9w3OriwfIG8tyXcArtBPVt3pp6SH5ijuE2F2c/RVdbnYkdh6C9h1x7ksryFO1Dw/SrXXoaabaXZ7jnZbm6vcvAk7/CK+VtTj79Wb6c8tjbXGbFTvK1S/81VrtGBT6WqwnsKm9MJ/ntY6t888Yy//w70+xqRbKhjM2Hr3E9iz+5aXPEmsJpl6RPfhHd34VV3aczWMcKFJmM5AezdbJ7FpmcheN0cyyXJY9Pva9IW0FR6TjElesVdmoB7X0jFIM9hjbuYW9tsfdgluD8F1l3Bd+4s8qhxBbnRo+yUF2mlEjyjTevkD9yluEr18ml4Xxqn6C2xc3FKWQmyXp+FDco0JN1OFmv0sky9x4uYY2eIPvcr8HqJIPtArdeYX76GtMTPyKb6uH1ty8TnPkMY+lPr8+loyOHlBLbMk2HZhxrOMZXYuajeD5BEFCruyilcV2zuDqJEOoJQIe8gBACJ5Ek4dioIFRKhZVB3G9imcwbBNV6DbSxNxHCZMetWaXtOFjh/AqkFZs8GnIzXOiEMYiMOqqbOLNEBU0yVkoZB0fP8w7sC/NWVGCaO83ir0zvhbDj13mefwDH1rr5cJvsuvng++FIZq2jJjmwo0Cgm6tnhPFHi5AfBDHhb5yILTLZsLrxoz6ZZrarP53YYhyYQ/v2KA3XaBJS4tVr0F7AQD+twSI6N0U2lQzho2awjgJB60IvtLGGjDg3rQ4u8saTLbxPQoUUUiMVLZYxzQZFaAaPGDZtSVQOKMHCqtFXTYNNHR4zOlrYDScUiwl0ECciKjjYyCjFwf3H8vowcDSTEd0cAREGBiGasHUM4QUmaVGhxFiGQTCIAizEMLAQ5vMFZr+eUkjZCiH++PbY4FI6fp7eoILc22Ywb3G4ssv8udO8vlKmI5OgVOwmWavgLC/za2PDrCzNM780x4lMDu0qrJEvcKVRY7h7gDaxSc738DYWeCqT5VZ7lpqdJ9EzxNz1j0gLzctDBazdMq9vbrHdkaYyOMpHmyt0O0XclYdcSGWwFt9GJvOUgwY/Uml05xDfu7NMx8WAr72Y4D97w4TlQFjgS/7obi/VikvK3UDsT9HQLqgGohZA3TToLYoCf8e5z/zcDF3yHLupNvYHz9CZznCnXuJk7Q7DRfDmpqh4mmsE5I6cYSDTz0dBkp6lOQ63NegqlbAaK3x09z7VoePoQyPUsl3I+xPI1QeMF7sZGTnKtWqO3eIxGtvr9BaynPRXyHe2YdkW93YClNOHPWiTtyrk9udZX5hCDh7hwX6dQv4Um2O99KsdnpBL+JkGy7MbrPuSoOcI7UFAzmng7e3TNn2djVTusTfAJ7lFsk2tjZ27UsqQxV7YcCYxklfLwkon0QiCNLihi7HJJANQDrZtxRWNbUl8LcPs+6CnkbZkDH3FJpM0PZpMFRVBb82HwVQnEZYOSoV9MWHGe2CSpLBRgYfSGtsyYI1th5WRBiEdAj/suibsI9AQiKizOhRxKsJRxmahtG2bZue+OTZFyBFFgcaWzSbQ8NoKwNcgw+sTKXsiBdKj+Lto6WURCKyo0pGGQBc0yVr5KRH60cIrpTRje3WoapOhE6/xCvqxbF+EaXUh1xbzIa3B+dHlrqVg+YlBINrMetx0VTDejAcX8+i9j3Jq0c+O48TBKkqAVGCk8EKHpqVhb30E6EV9UxpzPtF32Drwq1kptATPSFkoZBywQIbiF3M9I97Fsp1wyqumaX0UVdgWQTTsLuz4V0oRKiLMOYeWNjJMlMyb/wb2L9l6hSs7+wwdPUZ6dZmGU8QpV3mxJ8HEygyjbRY3813kDnfx/k4JFQhuJQucK+8ju2tcSu6wqFPcXVoiMXoGUasSBBkKQUB7ZZd6MM+Q4/Pq1jL53jG+s+HT2N7HGTzNF0fa2Hxwm1+8eJbf/94V0qeeZqG2y9rCGp+7cIS1Wo0zWZf90hy1X/p/GOiFX/mBJqgAMkCUJZoabqmM5VWoeQF4PngBBBmozqH9OqLq0sik2WgbYFlXyR17konvf4v13SXaTl1ivL7DRt1lKzfAbGKHIN1BsfSAoZ0HDGS7uH9vnnUa7OV6cbAY7mpn/OwFqutz9G5Wub5ZxS4mqdaOsNfdxWzFZ1Rt4vklNvdWuPj832GirLixV0J4kNpaoTu3wljnAKXNTfb6jrI4mKOay3M0tcJLo228f+cOS9YAl+cXWSZHTudJdSb5by6d4Ds/eJPOvl6Wjj5JW3eBRHnjsTfAJ7qFmZjWoTOsiKzGtTH7kxZWImmyfIib+YQwUyFdPwj/3yy+lmXmpCRsx3AoQpjmOaHC0t40a3rhIqDCqZHNfTQXsSaZG5jMznLiDnATfJoqLkLlVNxkKU0bnqWbhLdlNx8dKUGHXLBQ5oHzlQvokLcxPTcBGhG5NscGlAdxeSklzY4XEErFM2cIF5ioV0Eow1MJNB4aKzAzWdACFVpzWJaFH5gKybFsQKGDJidkPsRY5aggcgf+29+0NvcEtkTaNjp0AJa2hUMdT1jYWhEIZVRwOuQFQj5gdHSQedeoBLWI1FIiVFRpoMVRmDC8twRfIQwkFYkyTHIikJgx1Ur5ZvGMYakIdzoYmKL7LJo66vs+KN/0MxH6itFy/ykPRDTSWxPoAC8IUMoElSDwiBy7wy/HwF9SIoRtvicFSBmOTTCwaOSzFx1kgAk+lpAhzKVjziTazPED2jxrJsCHnfjCcDvmmE3ZIsKqWVg2Wh9EBf667bHBJbc9yW9deIq3rr7L/r5P79EjLBT6+Ld3r3PyzAv4CcXA2gekKyvMLE7TkRuit7uf/fZ+yqUyD3c3ODXYx6XOFO/81dd56Us/gxod5dWHixRPvEiqssPW5kPGcmkyG3dIlZIsBorVUp4ru6vYXaMsb2f54i/+IvPX3mQkkaZ8aoT50i73dkrcub6EGvkSKqm4vKwRjQChLfrTEksbM8KUXmeNMr6q4BQckoFHeaWCVAJHBri2wvfrzD+c53d/7jnWlu8xrdJkjz7FXrKTDU8z3C0Yrq+SSAQUezS3dQdXlrYoHutgaDxF3t0g7buUNzYoT+9T6x7ibqqPWWHTP5DjxeFhHgZXyHenmF9b5ePVPfSJ03iNHP71G9h+ifLcEsOHDlNOZNnKjTHnJVC6QfL621zs6eJcT46vT+d5+84mab+XS6WHBOsrjCRSbDudrG9u8YcfJghGzrAx/5CnemFANHijsv/YG+CT3cJMUppMR8qIRzELOlrF5KpSinq9HjbQ2WhtmiNNRm0elGgAV8Mz0IIQkEokmwuJkCjCgCSN23DgKyRBHFQgEg1YYV+DMotpmCFHWadjNyui6LUR3BKE0JLlyANBAMxxGNLefKbmYIZsWY7Zh2/UclGlccCSo2V/sTV+K8RGa3ZsKishTId//Apt5oyY3wuEjkQHzWzbC4OMIfFpwmFhJu0kEoifAnV8Uls8mkBrJBY69NuSUtKWThHoIFyEDbV+cG69YHCgj6W5WrPpM170Rfya1jomgr0ifqYVRovk4VHF13rvRHxJ8/8xjtlBs0LUj7zfyHabDbNBSMDr0ObI9wz0Fd03Silczw9hu8CMYCaqrmVceWqlUMJ4lkX8CCKUp8S0lOGqoj6iCHWMaflHsof4moYO3i1/iL8p05hqOCeBQLmuARp/ipvDY4PLdrKffzuxx+FjX8ATirm9LXp2Z/gnX32Rd959k7Gjp3kt20Um18GF536Jt370Q9rmJ+gfHqS2VqJe36PW3cHy6LM8M/osr334LiMdexzbneHZRI7N6iY/uPMeT1z4PBuHv8D2/DJ92zNkVycplz1+/cXzvHdzltKaZnGvyuub+3SNOuSz/Tx9KMGRkQR/tNDArigUSZQloOGxvA34FYRXIru+yd9/UvBbvzDCL//TW6xUu0mIfWTOpx6kEOV9LHePvcDilu5npq4pdvv8vS9c4Bt//Ec8dfQYN1d3WU/2Uk/3Ub5xD1Uo8PITR9nY32b+/g06TpzBTfbw0C4gRJpjeYvczVv89i+/zOL0BN++eYvu/CAPSj75VIqRXklpcoI2J2By5gFtuS7sbCflzgEq5QrdCUXP/HVOdKbZ6+7kumzn/Yk92nJt5HfX+dnuBj96OE+iMMpS9wBWIsdAok6X55PemaD/5HFevX6NqdGLBF3tj70BPulNaWWw9PhhM4tv1OTmeg3z8ArCxkSwlDR9HDoaORyNCTYBpOG6KK1JphJxVeI4RqoaBGHfRpj5KdXS8RwuFKaRLgIkRNjzYaqGOHuHGLcWIfegW+xSYrlsCzHfGgAOBAKpTVXxCHxiWZZp0owD1E/ulYlmcLTiPNFiE/2sidZLQwIb6MeQwTKUUkcmnPH30xL4mrYxzSz8UyP0RUS4h70YSiNtU/mmkzb7QQARTHmAFzffZSqVQOpapBMzvZZBC+xJE0KMPi/QOuTmjYQ7EgBEQgpTELS4VUdk9wFYLnzfI99t9BnmvnvUtsYoE/3A3EOu6zZhM6XN/nwfP0ws/AhKtSIDVWEytjAJiCsnDJRmIFTdUpWEohINqsUKprUj3/iPmUROAkqEVeAj95t5PfF3pVSA59bRnof+KSanjw0uZ7M+e9ff4PmBz3Frep0ZLVkoDvPq9B6rY59l4f5HtG1tY7ubLNc3ODcyQnlogNVcP9sda/xcPsPa0iTpez9kYn6WXd3GXvd59trG+cbEInkp+fLLv8LEhz/imY4ka5kKV+ZqWBd/BXd7kX/2jb/iucPDLCmfXpmha8jHqS5wpDvJf3iwx42OXjZ6TqDrSZNxKRj2t/jfXu7i5zuXKTx4yP1vvcr21+/D1+r8O63JDnRS/KX/kr/3h69yfd3FkZry3hZPtJWYfucb/OzFp/nm/Xv8v3+1Q1m08dbqPv/oq8/zrdfepFHbo5jJU6ms8+Zyino6R6rnJHNlj8T+BKeTeYbGktyeWiQ5OMorixXa3DT9aoNhmWLr+hVK+W6qIk3b8BGUkySrEoj9ZboSmr7KJjKT5P3332L4zFO8ry0Gu5KcrW1S21nB2be4U0rxfacPcewF7I1Jimv3efLkKPv7Lu/cmyXXN8LNUoJLY+Osr9ynK/npeUUpdLyYRXiz6UK30NFgKMuJF2q0sU2hZXFFBaaSUQbuAE0qmUQLTTqZoNFwQ/uS6GY3IJLn+WZOiu/jhEqp1oZHKSXS1mg/JFpa3Gebqp7wPLQmkgRblvEnEyEHJG3rxxouI0I/CMwkRSdhpNCO48SSYD8k9KU543iBUxj4ImokjAIZEGaLzQbD1gAU9UUoFTVimuApwv6QqCprPb9o8YwWQGUJLCvMgjFK1EeD0d/WFtm8m+XRirkHI5SQoV29BPwWPkXEi6YlQAjVwoscrLiUNpMS4w593ewjiZRqUQISHtGBCgY4EDjCV4T8SBBWXCaoeWHQiBKfSOEVKauUUtRd416hfDdOUnzXi5+TIBS6mNrelP9OJmMaQz2PbDZLNp3CdV0qpQpaadq7O1lb3yCZSZvJqESCjFgtECdRrVvMzYWMjA55N60ji6IWY82wj99z6+ZfvU6jVkUE/k/pz/8pweWdXYnuGOHWpiCRzNK/vsRQZw9Oh+CZdIE/S/XSNj5AUYGjd7E2pznbmebDG7c511Hkjb00VaePweMnORwkGKztY61Osi8dJqbmOf4zX+HDMuz3nuTV5Qb58jZHDqW4ZD1kJpXjRleerWIvt+9NceLIEe5ffo2RkTEm7z3g88PHyac9vnv333O78xfQjsXbv+pzSdaZ/oe/zt6JXrK//asUf/er1P7bG4z/i/+Z7/+j/5WEbtC394D/Sy6yezTNDw89wV+8MkvnqXNMNgK+efUm+UI3x7KSRqadM4O9/JN/9a/pGThG0D5GMSWw93doX5whb2u++OxJvvbaZbqGT1GqVtlZrOFWKvSjSD1coe/4Ud6cLDOxXSKRO8ILlw6ztLHBsXydO9c/5FT/MGvJfqY266w3kvR29nPoeI7ywkPsvW2GnrrI5NIyu6KX3OEzFDt2+MxAltLsFLViktt7bfzlmkMum6Wzt8H5tjLvv/EXvHeoj7ZzLzK/uflTboFPbouy0cALEFph2QlsKdCWQEibRqOB0gYacmwbqUN+JOwbkQJ8DEYdhGS84zixOisI+YogcLFtge8HsYxTSknDNZlUZLcRwwpRt7GyQ5uXlgU0nMcSdV9bIWGPNhmlDpQ5hpbMXrRWD2EGGg3l0lZLt7l0sCShJY4ycFikABKRgeJB6CpeSFuCYqsqKfq70ccJfKLXmj4FSWSa6MSvb614ov2ZPiBpHJGjikXLH1tQ/9a2MBuPvhtLWhipoMC2k6iKj3I8RCjJja6PVhJheyidQAYGJpKhr5uKrV5M5q4C3XwvISSKcbKO+jtEq1eYNJYtsTmj0VG1wF8ms1eE31vUOyREbD+v/QClA9PAHcJenhvg+Q0AfNcjcE0y4gYuMjAwmGt0zmgRIHQCO2nRXmwjKfPU/SpuAF6pRirhkEpYSNshALS0GOnt5trEPJ3FPNoOSOqAQLdKhaNZSuF3TEjIa9A6VHOGgbYZbI2paKPRwG80qO3vUK/X8H0Px7KNKMf+G/S5/M7TY3zn9fv0tnUzsVBhoe8M5VwBtwqsbfPSoQwdtk156S6+TnI92U+j9wh+tsb11RmGkgWK21P0TVVZX5jGy7WTO/sM/laZRKUK26v4Nz5ksKedkycv8a0H2wiV53uZk5TUEsH4s/RIwQsjhziW3CLVkcLa30H0DPBQ9rI7P0XvsSd5uH2Fb/+Di5wrbvDgK/8AK5OlbWeX7W++hn9rlqGfeYmN3/lnvHDpIvaZMbYeTJPOFxl/8Txtlz/m5tMXuL26yefT+2yLHdZn17ja2U/b+JNcv3oDp3ucvO3g7a6ysLyA7SQ53NfJRws7bE7VSQ6fI+Fv4a/PUxE5/JrC1xZbnZ3M7VnIXDcj/hbe7harN2uUKmW+lemiq2ucjUrApfFj9Oe3UeU5VCWgXC2zW60zMDzK1bLN0KGjnOjr4fLVH6FrAR/PujRGnmZ+ZYuOwQFOuGVYmabbcSi3j1I+WyQ5OMLZlEYma/9xD/snsEXqLLMQW+H/h2ooYQh811NxhhoAOrT/iOEu28G2TUDxVIDneTEHAk1oKMoUA8zoWd/3DRGp9YEFtdXKvnWhfnQhj44p+oyIp1HiYCZnS9PhH7Q4PNoxua/jasnzPLSt434ZGc6816LZvKmE4aZ+TF76yALfek7RIqCFwBKhN1voHBApwKItOvemqkgcCFRWDP+ZY+evyXL/tjYRLnLaD5BO2MQaKLQIwkUwoKmkawZHRKSm8vF9F20lwuZS44AgRFRxRMaVBgw110ajlYiFJCiJFkFTjRc2xkbKKfPZuuVfSLqHho4qDGRKGf5DYRReWit8X6E8H3RAoHx810X7ikCZasX3fVzXjSE25fsICcWOAToKNlo7+DoBQR3bSpJJarYrdbRIUHET2DKLt79HoVhkfrvCZ88d4gcfTdNd7MBxjM1/BJ0SVShRBRfedzzC40VVnu+7oAJ816Oyv4dbr+HXq/jKjzlEO5HEST2+h+6xweX/mFU8c/qL3Lr9Ebba4vNOgDd/j5Fj5/n9m7cRF17Am7nJycHnee/qK3x5VJJYvk5fqcKMLbGSnXSe+Sz35x6i2nu5MD7C7txdVGWfasVDdA+Q/uyX0Otb/Ic33mMkZZPKZih98P+RrFjk+4cYOHeGV1Y0cx1jiCOdDFY2eO7ps+yuLmH12HjJZb7+Px6io9NHBVlO/eA7OLMT6P0d9MoGu4UCweoa9tMn2Nrbov7BGikvgK0tNv5khf7+Af7lrzzDw3qZ3/2//5xSkEVTgE1BsfIjvnLyGFfuTJA7dIJ3Ppyi7+QTZII6opjjCQRt9W0KuRTTO3VKR5+hKhtsbE3zXEeKrFtmsKFIHO5jt5bkhq6zvrNGffw0iaVpnuvqY6u6xoOpe3Q5ed4t55DdPfR2H+aFo5LG4kNOtPncnp/n3pVbzNarHLt4gY1SGef+LV4eaGdm6mMeLC5g9wywPnIWSnVOJzQdu1Msze4z9vTz/0kP/3/K1iy3o0ojMIO8InhKNocqRWW5xszyiHDgQAu079NwXSxbHjCIbA0sMW5seF+chG1UNITd9ULE8JrSxtwyEnxasWSapvV8C68SHXtrh7uR6UrTTKkArU1W5/txcPF9n2q1imXZcdYYq4SkkXm2QluPzlx5VB6rW0j/R40PzXGGilAdhGDbj38fhjtoeU9UmYUQT9P2Pwoyn5JzJcZh2A8aSG0mOErCAW1oPLdCOpMB4SO0kdHK0P1ZSAsLwf7eNunOXgMPakPhN2fmNPtChJZoIZG2MHJw3w/Bp5BDk4LIhU5r41UXOVBHHF6U1Rsnb/M30ykfBnWlUARoLyBQHspXBL6LDgI8zzX3WaDwPJd6vY7Smobr0tnRztDoESquBmmRSil0I8tueQevrhhubCKyBTYSWYSwqLo+mXSSIKjSXigy0pWhoS0+mFjBk23M7jboz6VoTwsQoZ9aKCSJqrpWEh+MGzPax/c8As+jUa9R2dvBazRiGE8bJQOO7VDo6kJos//HbY8NLl/R2/QmYc/2OTz8ed5+OAWDZ7m9XeflE2PsT17h6FgvlrPIVNXlfmoAr7HLWvcRvLnbPDOWoLYywejuFhvpdtbLNTYzfWwXjzLQXaVc6tZjsAAAIABJREFUbdC3NMPhY4e52DbElaqD5zbYGH2Rjr4RtmobbDycRM4t017ZYLQrS0NW+Mb33+A3vvxFvn59jn/53/8PtBd6jJyuUUc7LsFQD2onBUf6adsaYl+75KpVsvUyQeDheLDj7ZDwHTbff5ucEzCI4r96+Tw7G7vMT9bZml9mreTzZzNb9B69xK3SDi+eOs5mdYunD/eQdhrc3pY8TOTZ3yiTSBcpWiXyG1sMtMPwmSG+984UN8p7dJczNOp7HGrPkxea9fu3SeThO/dnKaTT7HSOMjs7QVfvCD2laU4VB6js1CkMjvLR3DITdpr+M0c4q6CvvEiht8DOgsf7U3P4XcfRzx6nurqLvTDJ333+LOmOLv7ovWs4XYdY/Ojm33gR+I/dYndfIZHCNvJgmlVDTJRCqJtXZrywfgTyse0QnjINfq0KqtZFNgowxrpex42NsRpINrX4Qaj5b60OYu4n3p+iOaSqCfNZVjhzXhh5chAGlEfJ3MjPSyuB7UTGiy3zZLSOs/Bo349WUgd7VfQBDLwZZEL4UUeKIQthtx5vM4C3QmLmuqs42JuAElVwoVrrU4LFhDSfZYKjambRYXAxlYVGWrrlu2huWivK+/tkOnuaxpFEQSKUe6sgtAAy7gq+b6oKoY1rQ+BpLBnNtmlWrjFxH5i5QlGVrJRRoPo6nOejgjBBUQjlowjAb/JvQgVobYJK4HkEWuG6DTzPww8Cxo+Ok+nowRYBp/pyZJIO92Z3aCQa6FSKQAUsJfrJuAHDu2vc8tPYmTYK7Q59xQKB6/HKjXVqngC3gsZCqhobJZt8KhlyWi1zZcxFMs+CEKGYwHBWge/i1mp41Rql/T0CrxYmZoGpthH09vThpJLGNy2+D3/y9tjg8sO1EhcoUAskE++9wfGuDLXJDTrOPcWVhXUOHzrFhF9meweOP/ciMp3AW1ghV7rGcrqfhZKFVxhAu0lSKQt3r8Lh+ipya4vjp86TCwK+vVdndq8P7dlkG/M8P97Dm2++hVj6kOEjJ/l4cYGxE+PsKJuvb9Y5lEoxfnGYVD7Ls4e6OD56CCGUkeslUoZoUoKGDJB1jW9JbE+ghMCXEq0EVeliCwdlawqf/QxK+9i+xRfGi9xr7+SV6T2sdp+CW+F8weVQusoPb17nbucA+QD+aHKXolb4O9tcPJLGDdZ58vgp/uDt21SOnSGX6eI7U3O8dPI4m1tTHOpsMDm3hqCNqcxpav2bJLI9DKYgsXifX+iXvL3i49bXWdsKmLRsUpZDYmOW/Y11zmdhqJBmy5Pcq2nUtk+qZwxtlzjRbZHcn2KutkshU+C1aw/pPNvH4d5DuIszjBU+PW8xHfa2aK3xlYsQxmwy0AZukFqYufNgwo4WplFMHjTL84MA27JiNZUlDzYHRj/biQQaTb3mEnk02bZlKhknQcJ2DP8SmCw5UD6BUi2DupqyaCHCXhbpIIThLKJJiXF3uxBx8IohQGncjIMgwAsUCdvBC90ETBCJRvZqoAnbxES/3xx5HMlTWwNgPItGNwdeSWmGBAtCWEf7CD8ILWiIPzv6b7zFsJgZlxyZdupwsYzMMz+NTWL85MBHBBJlGYt8pTywbCyvghI2MnCJNLdRsLSU4Rrq5W2TPIQwVSRbJvyvuXds/JD/0DrA0gYmVIEbXtbI2801ogjRDGzmewrwvAAv8FEK4+4BccDRWuN7HloFSA0i8I2MWis8z0NAHGwaDZdGo8Izz3yGzkKGbC5Fqe6ws7XDxEqZC0c6WPU0CS9Jod0m4zgsru+xrusMjY/yRUux4mZ549463uSO6UsKITwrkzMTPEURT0jmKnVG2oibbxFmxouBxgAR4LkevufiNhqU9nfxaxV04McJjAacVIbOzi6kk8TX4IfogNDmWj1ue2xw+Wre54P9HYZGTrE8ZOPLAPb+f97eO0qu677z/Nz73qtXuTrnbnRAjgRAMOckkcqiLJOy5JWjbM/asxqH8fjIM/Lu2LvrHSfZGsu2NAqWlbNIkRQpkmACA0CCyGgAje5Go3Oo7oov3Hv3j1fV3ZRt2or3HBA8Bx3qVb13f/f3+6YZ5kcv8O6NbcTsFcZX8jS3NFGtaAZyDs8Wukh4GbJzl2k6dpQDt7yJk9Ukp+cWmK8qLLuVdHcrx0tFdgcWV7e7FEafYv9ANydEmgfzbcztexeXHv48uctP0t93Be7SeX7t9rfz0X/4BJmmLIuzI/zNxD4O/a8/wXEtpNAIFWKktRpt6jhxAt9DShvhGFABjnEJJYRGReyfMIyqsgBhSVKpdrZZHgecRV4oLzOxUuJkAOr8MlfsuJE2f45Ou0L8/Gk6erYzHevkYqoRNzfIU2dPcm1PM5ubJcfPvYoqTnNKK6bCDGfzcXR6M/rced5zx16OnVyixY0xo2CxayufvJhHN20kM36ZnFMiNn+C7T092A0ZxhqyTOo4s6kO4kwx2Jti9vSLdLW1sGvHFXzumaPYW/ey5BW4sbsdLhzmgB7hmdNnWEg6DM8a/r8fYRP4QdZ6pk39FA3U0g6jTqV+P8ow2gwc20EbjeVEo7S61XedIlvvIlZB1hqOoLWm4vmrm4iobf6WZSFFhJc4TmRzr9CRV5m01zZurVdT9oQQICxsWbevjwRldaru99OO1+tmlFL4VW9tVBKGWFir74NlWZHVSY2QsL5rqm9O3+87FjGj6viSiHADsXYuF9qs2tVIKWuspTVBYN36pV6wVt2R13VGkRlmfXOt6bSl9Rqq8k901U1AsUBobCvq+Kj5asVjMprT1SzjTc2DLcIOahumiai8ArFa6CP1OGAgFo9H11ozZhQGqkEYMRJFhMH4wRqrLqyJcOu/TymF7/v4gVrFScJQoVSIrhUgrXXNZkhFeXIqYi/Wiw9AEHr4oSKdy9LbsY25MlRMgFqqUA7ihGGVJV/g6zSxZJWsG2A8KAdF7trXiSs6o8/ITvLVB1+EUiSotd0Myo4jLIOqsy5r92nFbqOsF0iYSm1sqFfv+4ip5lMpFPDKRQLfQ4X1ohlisGhubcdNJDF149N1FP9/Lyr3usXl4GzA+MJFThZKHOjr4Lo7buTQ5x6iY8suzhc1ecui4CW4dOI4mzs6SKkSNyU1i7ZimiYKA1fysROX2LOphf1d+3jh0a/SohWNuSStrsvBsQLF3i20DPXwhfHzLGmP7MwTbN65ld7uRmbOHuWGK2M8MNfE/zw5zszOq6ikO6GyjNAFrNja/NgIIuaPMahIrEAsFsMLPULfoIRA2g5CRycULBtpBFpE5oORT04Zx3KxUk2oBhur1bD50hjdA02ES6cIVjTTrS3QvZsXC1XaBwaxlhZIrhxmdn6WHVdt5/PPH6G68ToGevewNHGGK5sbSKkiKytLPD83yhPPeKyQ4YJIYTfGMMV5cgvj9LW103VFG0+fmsfSOU66rQSLCt2QoG38VZg4yT233M7nv/sE/YNbeOrcPMPOAqZ/B3pyhO1yGWuxyh17t/MXh06xde92yguGBpX/dz/vP45VFxPWN8k1g8fI1qR+MjREYL4Q4FhONJbg+zZYExWg7x8d1f9EP1uhpMReZxW/asYIq609ek0UaWrY9XqAu/499c01Kjiv1ZasJwesx4Asy8L3/VXRZ71YODUvM+onxnWvr15c1nctdRapjH4BtXDkVUxg/Wur/4zV0Zeus9jk6nXXPwdt1qJt1/+pF//6z4wwMvVjviP+5RVRpaPxJzrEKIUWAqmjsZUbcyOyBgpMndAhqLumCQHZVKr24ll1MaiX4Lp9UP3zsMXaqNNIUdNdBViWJAhCRD0q2ET5Qlqb2qarIpp74EXvTxAShlGsQx0rrFN2dahXC7aB1d/tKWho6cBNpLGtJHY8uo9m56rYaUOqvZ/mygpPHp3g7hv6OXd+gsbmHLt6E4SmjCUTeMrGqID3vPVaPvaNkwjLIZQRk84yCiUthOXU6NrRPbqg4vTIIgqB0NEIWquQSqmIVylRLVegProzBiMkWjr0bhhYHWfXIwkiRlyd0RbheObfKDOvW1xu2BBnvO0AI0tz5JMu//DI8zRuvYWlpYvcv2uQk6+8xLGFKtdu6mcusYHLWcGXXzjMvtZOtm0awhw9xF1dXcSySfIXzlJxckwP7mDKijH+ynMkku38Un8DZ04+zdDgRh44tsDmTZ1cGB7B2nojsX13M97YgHX0L7itN8WrhQnM0hgTKz7f+sqXEELVvJAERkT+G0I6OEKhhI4SDIXCxBOY5gHyJ19CKh/LAh87YioFATGlqNoW0k8gpeG+22+k+NWvcvL8LAXX5qSXpjneQmKjwMxc5h3XbOSJ5w5TOfsCC1aKUt8Q8e4djPk+8cwy5oVvsfvK/UxWZyhMLnPcSWPi7Ti7OqF0GZlwuTI3SXtHP8+emEB2beWB5w/S3L8dGSa4qqeBpJhjemWOFrsBPTDEq0uGz756GjbvYnxpmp7ODHtykpWZEWY0LAcOx/0cx1eSbN52BRuVz93dAa+OLf1Im8APsuon+tXCYsWAyLRSmGgGrohywy0ZdQqRmR6rN2qootFFBKSvd8Rd2wDXg9paG7RR+KGkXK2uugFobQhCHxNJZ6jrPtbWP99s18+lkXq1A6qHhklZjxWIimIdY5ESSpUyEHlLhVrhum5U/JRGCjuiv5poA1UqGqGsuhyvej3VCsi6bqm+1kgACi0jsUe9NGitCbTBtsGxauJTs4YfYGqqbmMwSq9jlAnqscz1+fxr1Ok/yWWiLBtLSnzfx3Yit2etFUYp0imXuRDisn5SrrkJGI2WEstoevqaqQhBqMNamBi1zqbGXAzVmlOyNCgT4kiJ72uqOsCWFmEQRrTi0KAJUTpEaxXR3IMAFSpMEEQUYqVRQZVQKYLQYIUajxXSyXacVJJKxUPYLiqskLIMOHGMtPG1QyYVx7JgsZwnLTup+iVymTgimWXm0hiJGDRkU4yOT/HGqwcimyFp4XkSbQQoQxhKMqpET2OciXJkhaSlhdbJKIrGilRUwrKQRuDFmvDKlxGKqJiUygS+T+CXa0awqlZwJclMI5mmZoDaAaPewb4WhzJmzUZG/Rv43OsWl+e9NmIjj9Pe1ENpcpgckj1DV1LId/Cpl06hGgdRMxdYnrjEdZss9IyP25FlLh3nhZPDjIYpmvM+3TOjZMQK1uVRdnRmyATz5JyASlMjT5QMIt7J2cMn2blvH6GE39jcx2cfeILejgZiDS1kt13LpY59LKkeYoUye3dkyOSy2HUtXN0Q1PhgWSgRJ5QK21iUygGWWcGdyRMThqKb4S+eLfCre0FqG2VprFChhEFaFjiKVCrk/JKhbdtW5k8fY1fcQpfPMzLrEesY4hNnK6QGrubooWd5Q5fEzF8mIwWLXpng0iSp3s18eWqZpOfS05zl2kyc+dISFy5ewNp1PdXLozyd62VDyWK6ZS9b1QR3DfbRlPQ4Uyxz8dIE/R2dXIq1k082sDIxy2AuzrW7N3Hs5cP4Jsm8Dnh0Ik/75muQU+dImZB3NhfocS1OTk4ynGrm6QWXWMOeH/i5/1HW+lN+TeFGGEZiuXonA2HkCVY3Xlxl+NQYVZZdS12sm+jV2/F1IyWzZvgXmemx6ssUbQ4Cak4B64HH9aDt+r/rq96xvHZjZ/VrK6UyruuSSqWigDFjohAzaVH2KwghSNVO1PVCUb92ISJbDmMix11hW8SkRRD6IKKkyfW/dz0BAtZsaWr/ijF61XPNEI2FqBdRAca89mdF9OMoc+c15AqzptdA/nSKizAKrQzCtmsdg0ZYFigIlY9VU4xjZM2Spva5RS8YY6C/r5dz0xFArZUkyjyJfr7v+6tjKUdaVKvV13zmUUehsKWF8VWtww0RIvpeHSp0GEYEBx11LkEQEPplFEk2butH2klaEgkuFEK0lOCFGC2plCsUMGRcm3yhCJaNFi7xWJyGRAeW8ciXPfIrcVqyYzQ3NNDT2sr+oRiWsLFjDgILU7MxErVuWwmD6yZ49x19PPj8HMN5iWUEylaReFZakeeYZQE2yYTN0lQFCot4fgUdBq+5fiMkLe0duIlk7UATOWaw9jZGz5/Sr6Gzv6a7f531usXlmvAcI907IZujkt3MyMh5rlEuhcpJ7urOMXl5FmfTEONnjvLVkUXM4EaKs5dprFYp5edoX5inr5ygszNLvLGHUxOzTMg4Zlown25DXjpNf6qfudkF9vf3MnH0MPfdfRP/4+ljbN+zjxc9i9L4eQYO3MzUyaPsihsuTp7hg7/+Z2DVGmQR3VxSC7RMYCkPKWxcKihc3LimVEgQD5YwWiIreQaaG3ni9Ay3bZTEQoOWIZJIKCeNwSLOlR0urqjwuJCc8zVlt5WV4jwZPyRZGie4tMDb2jUtrQ2MlAJeVhJaepgvwYH+DbSNnCXZmYb8AjN2hpFLl6F3J5O5FOFcnNvTFeYujbE3GWdioUw228x3RifZPdBNX2snJyfGKBSWyOUnGLAV88uGT04t0tKYI5/KovN5sk2NJKfOY+ZGSTmGsWqSZ4d6UUELMTdDYv4iLYnyD/jY//Crjnms4i7IKLCI2gYvIsBaa71qQb5+xr/G3Krb16+Ju6SUOLYd0T+lIKj6q79HGZDCIvCjEKz67N2snt5ZrRCrHUqdNWOikcr67qV+Vl7PCNP1sUIN1HUch1gs0uPo2iYWi8UiU0kZ5dAYE836NWvMtNXRXm02V9/QIhq2WQVJ65k469/bOqOtPve2ayMehKhtxtFab79uqGXEiPo4KTJljK476g6NoRZlsHYtP/FlotOxFLWCKYlYb7XZoBQR5qL1+oIbIdPGGIwUNOQymMvLmFDVDpiRjUydzWRqxTQC4dc+/yAMoxhhHQH11HXxNcxMmMjWPzKeVOgwIPR9fK3Ysn0XO3btIqZKPDY8z9KywHJdlBfSmGsmCA1aCGbnF6ONPp4iLiQom0qxyERliazl09fVQUtTgpHzPldt7aMl7hGaOIKAINRYUiOwVnN+LAtcaaOMJqsz3Hudy588soRRHkgHI+wojdSODmFOTJLJuMyHClEtvqbjRwjsmEtbZw9GitrYLCok1IkRBiBKZF1lmxmgNnaEOlX+X1+vW1yO9V3H9JMPk/NPceOuPWzpC1g5+z2cK+/ni089yNs29vD0t79MZmALbbe8i6Of/xixxlYagjGqk1MsNm1gLpAElwLspx7GCue5ub+Jy6ZIJ2VKPS1k3QSjfd08G29k1y07+F/PvsINXV2cXppk0/I8ZT+g4ZWvcXjBodi/k9y228ns2kXSjmawCCgWK6QTSSwZMq1ixELB8ATs6VDc8oWQTmuFT91quPlTM/z21ZIvv3SeW7d18KXTZd600SWGoFQtY9kxtJR4SrBl57X8xcPfo7Grn8WFabYlHEw8pDPu861jJxi69S2cnDyFN1emw1L4c0X2ZudJNhjKM2McqVZpjm+ivb+XyyOTZFs6CJamGUhpjk+dZ4wKE8kGbLub7PYsK0eeZ0DnOfb8JRZ650jFHLpSDouyjVLCxXIstjQ1MnfiRZqDaTp7s5w8cZzxuIvu2EAik6IxnsG9eAprcZLWRcPArht4ccn7wR/8H3IZFWJENBryfX8VXJSWFQHvWhDo2pzbRKCyVnr1kLDKArPXfMFgbXZd/3ffr2sQ6kC/Wp2TW1ZkpV/viKxV23a9OlaDdd0Ia8Vk9TqMBrGuSAqBrgG5ENGdw9DHGEUikcAAyWRylSUWmVQGoOWq00D959SBY10X2hCdCsNa97YWgQv10R2sdR6R+WZtlGhAiIjRhBSRRkTUDBtr1xe5OK/hSpE4u/bNtQJnWXWSBKskh5/8UthWrLZfiQjglxFT0LKighh6Hk4iWUsurb/mOiMRYo7F9Mwcra3Ntfc48rITJsKvhIFQ1e+V6FATBAG2JbGsSLGu9BpTTmuF0dGYLALkQ4IwIAh9nEyGts4+vEQGkXTZ2NzGmQXNXAk6ezqZnZoin89HgduORSLXQFx6JJJJguUZbMdBCEl/c4q2lnYScZusI+nfPwTSxxOClIocuNERhV8KgW3HsOyIpSXCEKEF2qliqzT3XyX4wssLWMSwYwKnFv+9oa+dwko1csRwGzDBxehWkxaNTS0kMmkgOsxErDgV3e81HZgx0biSGqPw+9GV1Q6Q179XXre4tD7zdXoHOjipBxju2MXF0Tj5xYtcefS73OwuMTkOe66+nbQMefTj/wXmPZIbt/LUxUUOtDfSM3ueYctlZ2Mrz64U6Rzs5JmJPGUtaM/1U52eo+xNsa8hycixwxxovIF/mhzjXM8Ao0sLbNh8Bwsrs5TSOe7ea3j1oW8yWGkgYf8+VSOwtcLWRYb+tsjw76T44ssO79st6P3oMhVamPyFEjc1+YwuOkzRyJd+QdNQKrF/aIBccYSLfiNGFTjw8TGu27SRP75qnkDHUYFPrkGwN+ZRWszjxFJMJRsouw08P3yOxqYWGs+9iKc8GhoyzPsau6mX881NqGoFv1gikbLYWJmkJ9vKcrgCgcexQkjZbiN+dT/Ti8M42RYyi2Ncl82Qu2knX3ruBPGWfgoNzZRmJjETk+wYkFTzATMLk3Tu28fgFXv51qkxpqxBWjZVkPOjXJVYIZWNM7N4nleUoZBsZa6pm5VQksz8dPNchBBUq1WkjJyOa9I2hKXRWpAObZZViG1AywCkg9QCG4kWAYEdxzUWRig0EdBrDKgQLBswMWxpURUhWlZAZSP2j6xiSxvbTWFbAdp4xIQkJI4rPCoig02JULjRRqbAthRBpKrAxl7rKiRoFWBJd/U0a5RG6RDLjuzNA0+TFGnmSpMk3QQxuwHjBFQqMTwRgJFoqTGhpiI1Wrik/RI+Ct+WODpA+grluCi11h3VweA1oDhadY2NISriolY06zku9SIUMbBElAL6GnJE1PUoFLayVr/eaIMRr829+aksDUZEbE2JFYltdQjCAh2gHYEOSuh4sqbYj0Zja0cBjQ5s5qbHaWjvwqWKF1JjmOmIeqyikY6qqf2DQBEaQ6ACXCkAtRY6V1P9G61AazytCYMyRmt6BofYsGkLh84usr+3iVfmc4RScKIU57+8cYDPH5rkzEKZjsZW3nuggW9+7wh337idtCriWzHKpQx+WMNxVvU0hkCDbRksEW3kARpL2jhSghS4rkMMhwCJET5KWsjAx9YOISGDXUl2TSxzbsWwuaeVildlpVLl3NgCQRiSdiJAXhlJZ09PhEtTYy2KkBo5PiLXGVNj2UXjr2g8VsdX6t0/rI54JfxbyXKvW1zO7X0z85OztIhl5h//DOgkN2zdyFwp5IXTU2zf1Ut+9hKdne0sLJSYX55mcGmMMbuRGTfJYVvR0raRl0rjVPpayAztZaFSwTl+EKecZ2NPG7PVAl944EXuuO9+vjw8S7jjOsqmwr6mGNbSMG1LsyRMhoPPnWLb1W/kUlmhAkPggDSRvqFZL/G+zwi+eV8DoXZIyyW+cm+OP37e4jdvbEGILL/5pcN8+oYqvl1Emybe9OlJbtyhefzIOPf058jZ03z2uOR9231mjSLUDsPzRUodPWQri/j5PLf1W1xuNMzO5rmwHNLSu5m5ln78Yp4W47MyOUpvXGO8Apl4mqUqXJot47W1Mpn32TjUgJg/R2x+ikQmy47mJCOlRb58Po5tX0L1bCUzN00yqNAWCxCDnXhGs9DUSmjnODwyidVq0dzcQqw0wXUDbfjtA5y/cInx8jKt26+iqWgoj51jc2GGtJOncOniD/38/6Crzmiqb3bRabg24tA2WlfJx0MECfywghMaLBNQlTEEFULbRWmbsikgZJaY0njEsKQfnSpDQRzFoiVJ+gKtmgmtJXwlEH4RpS0wmljooi2JEpoACE2chF9C2RIpgqjoGUOAg13LGTf1E5pYM9vUxqyaGQoBju2SisWwhaAaKKoxD1fYiESWQGs8z6VqwIq1UDYKzwsI5SKWr4lTpmokRhrcUIJIEMYERvn/jKgAa8VlfdEwwiCFQdhr7+/6rxci8stCRhYz328FA5HWqE5LW198EGLVtuensupdpLCQssbcDAOkjDzBLK0wYc3xmjV1+dpoTGBZgnKhhG+IXBGCAK1rsQIm8oZTSkWYTE1DVPd3C6wIS4neOx19nzBA5A1mKw+lfHLNPZTcLk5MVlixMryUb2SoK0ksIbEzHfzJk3P8n7e18qeFIvs2dDE6Mcd9N+8mUAEVFSdpYhjlgxd1ln4YrLGvVj9DAVGSDLZMgeXzyU9/g1/+wHtBhAihiSkHKyxSFZLQkji2xcPnF3nnDT1Mrhi+/eoyxaqP0obAhyBUWEaQiDmkunoxq3b6a+LH6DYw6yHJVeYb1FwsYFVou/pN0UfAv+QKsX69bnHZv3AKP5hjyW5hrGUz6a17eOTUMLe1NbJn8yAVL0/Jq/LQpz/Dnl1XsH3bTrpsjzfu7eUrlzVsGaTr+ENcvb2dEZmlpzrFkapNeXAPXlsfo229hK8c5N2//gucPDJMP0X8YJqe3BDDTYPE7RIn7DYypkx23xuYLUzR4lhRy+YHKNtFCEl3xnD68iwWrXhS8p9va+Pq9jkeO+bRziLVsMgHr4pjbD/CYbwl/vAdu/n4wZN84gM7+afvncIPHN6/Jx0B0Mpman6ZWCLO7TnJ02PLbOzM8t1LBfqHrmB87nmUU6RHGIbMLAEVRFDiharmYlkim/vxF6egsxn70hg7W9roEIs0kWelqZXc9u28dOQ8w5M+bUMHmHv2KW7e2Y1cHqGlMc4LF6c429ZOwk0gVpZplh79iTIqJuhPhSxVQx6dmuXhWAMlHESqhZZsjpUjT3F1Txsb3GUOTRTJNe4m7G35dz3rP461Pstd1KieEIm3HKMQQiP9OHMM8NjAe+lrbOLX72jm718N6XUN+ViMO/rgkVGDbQJUyWIhtNjeVGC2bOEYSVOjw0wBclnJ7UNl/ubaEBL/AAAgAElEQVTRCv9XX5XEpz7K77/ld7lrR4qPHXfIqiL/4eosh86VuWEowaNnPNqLF8jOPseF48dIFs/gmhJGWihh15xya4JNE4kU0RH1VaOxbJe4FSLihkCAlmmC/isJt96CGdjKJc9muqxJLq1wpCj5+Y0BXz2fYF9aEWt1yE/abMtUWDnyKM6rnyBpylhhjFCuMcTqeeiwBpbWdSkRVVlExYHaKGz9e1+nF9ckIBGtu8YnQCOls5psuSqSWxvB10DyKD75p7JEbdOifgCOEhsd28UPfCwd5a18P1vQ1E7PEcVak00IVGgoE2nbjCoThjpidqnIb67u42WkgbAmeA00Mav2Buio26lbuaA0hAFdA9vpHdpKV28fvpNBe7OcnTN8d6zIQjXO1oaQsysN/MXTJXobY7xlV5p82SACn8ATWEqhfI1xHZTWhIAxduSQLQRYkdmo5USaLIFECY+vf/0JLsx7LCyU+eQnPkVDOs0HfvN9HLpQZXN3Cw1JC5Thrdv7ODwyyea+Tt57wPDRB0coiwR1kWyoFE5QiGz36yPVGuUYUx9HrxFOIu2RRd0/2hAlk67S2Vefb1m7X34UzKUcozSjYUc/3c5ZXj19ljuTy5zJ9dE+eDWjsxfRY99kJSxzcWaMhUWbZ6en2X3FDLdfexXeSyNc3HQLZxcmaIsbRkSMaUuTq/jMh0W2eReJpwTHHvoSg02tnDRZOjfs4SE/jhGamNvPLRuLBC+fp7spideQYtaLAC5fORRdQ9ZIGhsyTJd9bvnUJGdLLUz/kkU5zPIHt1UZ+H+KjP/yMg1NrXhhGVkuklJF9jfZ3HhnC+95NCRRbWDbhmaKriFZXUIJw+WFBViY4xvzU7Rv3MdpU6K5Z5CwWOaGnIPT1M2FfImXzi2R2LSN8TMnSe/ZRaKwyG29ksmyYHJyAtdb4uDZFcqlRfp27qWyrECVyeTStC3Pc/vmMgPvfAPfOfQEJrT4+qzPjl3XkEylaSwtslScYiCdZnxR4brNPDW7CI0DxLY2klYBHVmHX9l/gEee+C6XTMjZVBfHJ1fo2HYAz1TpbO/8YR//H3jVQetVUF+ArkXkeQQo5XCx8S4+1/5eOq0qH7q7wJIj2NJuiIVlrmy2OTMJNzd6kIvTYRuOzgU8dzLJrfskr44pNjUKdvcb/uxRaKvEKRRcyt/8c5CKga4sp8bmSac7UG6KhlbN7OUY35sMyTuG5abtfODOIb7xnMN/PGDxwAOnGFo+RPnUk1SWL+I4Tk28aIj6/hr4LQRa+4SZXsK+u8n07uLLYQ9Jt4AlMwxdWKK5wwGyNA4luWK5wni1kd1dgrcMKJ5bEQztMJwbdznZcQt/9N63862HjhJ78IO4TuRDVh9N1P3EYB01ubbqPmu1nfmfjb3qS0gwci3KILKvEassq7oOIjo5r9Gc4bUEi5/0smrjoahDlKsiT2nZtbm/hVJ6NUIhut7Vq0QIQ2d7a8TsEoKK0dEoVEciR6UUfl1db0xEyAiiwmNZ9dwUoujtWmeI0jW3hZDpMMHcZAm3JWDec2m1Fbs3dZGyJnnkcsis7dKelFSrRX751i5839DgQEE72DGbpF+gKgyhbROzFUIotIkCwYSIdHh1Y1GlDLGYAJPm5VdeJj54Cx95dISbr9+LayyUCblqczcqrOI6DiVpY/w5Yk4GGeZRVUkgAjAOdigxVogJFUL5tVHcWvzEuv54tTuJ3tI6Nhn9vzBrqMoabhl1NN/PZPyX1usWl2BujFj7JnYsD6O6tvJzXYLhljfjectctnJkylWWr34zG974GxQe+xK7gmMMNuxmQUm+99KrVNI93JZZpMcN+fjDz7BnQzttDS007bySZKg4U41xKhVn263XcrIUIzz4NZoHe7iTFIcPPcGuzgYeKKe55e5beWnJ48J8QJss8Y1vP8Td99yDHRpCy6Y7FfLVD3ZglAUiwFQruNpmmTRFK0RrHxkabC1RQoIVIxYGLLs2f319ESkEBan48yen+OBVGYyCV4enCLoGaCouscn1iS2XWJk+QdptZaajnaB9iFJimWyliMkv0U6BPYtnaB/axNh8nrOtbSwsrNC+cR8b8hM0USE/t8xgVmMVljh+/jwb+nfwD0+8yvW3v4Hh5m0kiots85YYnD3LZH6FK2/azbdHLR5ZjNHetg2KS7S4IWFxjuD8CU4vz7OxZwv/bXwe07Wd9ECIFWoONDXRF19ianyCyclTP8jz/mNdShuEUviWgw4cLsc380+978VSho/f56JVkj//xhRvv6WT7e0Ot6RCZgYFaStBVoBDiXf1GMr7MqRCn4UdMRxliEnY+C7FFQm45yqbq83vsaLgIzlImnYsDLMGur152m9rZshYIGw+NyVwRZw3b9TEY7CQbsbreDtvu/+XmJlf4MmxFNs3lbhlUzNPHg8ZPjPFcq6Rn9kf57EjIc1Jn5s2JEg2Gz6Rhk1uIzPC0E0LL3gKR8C3j9k0Z3IcvTDHhoY0YSLJf2+rMGQrlrYl+NQ5ePyCz3337+OxnY8wMS6xv/a/kQ0uIaSLNOALhRQJpCkTiugw5RrA8gm0RAYhtvEInWRkCa8FtrVm31LPzJKiHt9rEdnbrCn4V6mmxtRGYWJdZ/DTWYbIl8uKqG9IZWGIAQEIi0zKomyimGy7ptSHyGhRYlBacMXOzbw8I9BBgJGCUFhUQ4WqqeqVUoR+SKACCDUVNEaFyKqhWhNZCVuRsCVxGQH8Aou+jddyqhxD0sZ3jo3zR/d18vRwhsdGPD5w42aOHwzYlltmZnKKP3jrTkxQQAAVHGToRwWeJNJShOUK6bRNueLj2OD5Ab4KCbVCCrAN4Dbw2Rdm+blrLJJbb6ecakNZDWzt30B7Wxq/5JPOCkpkmc0vEk+kCAOXI8Mn6M9soGw1EegkjoghdBFtxaBaJCYiLG090UPUNVJCrPrXRQcZVg8bKB05WhgiRqKpH7iodTt1Hci/vqwPf/jD/+o/Th49+uHGpOCF3Dby42Pkuzejzz3LW9wlYhcPcaZ5O/GhGynNj3Dl3CvoXbfz/P6303niQcoXzrEjLRkOXI6UY7QMbKKS6qSSnyFHSFoqrm1PYF08Sdv8ZUYOHyS27QATp08x3LOT7P7rmKtIuu0AOXWRu/pTdOtltrS28Gd/93f86nvvR9oWrhTctq25NsYAIRWhL1gohbz/k6eZLFT5T3sDZoIYObOE1AYV+Azc9cv8zT89wMe/8QjTeZ+rt/VxTV8C5VWZXlzhs1/5MtnAw7Ukz58/R9jey4mpArHB/cyPjdJaWaQ1nGRD0ubMyASdPRt4pWwxI1MsVQ3Z8gpDokDh3HFUcZlyKcBkkky0bERm0pQTDZQWluhJBjQtzxKfO8ONW3qxiDPeuYUJL8UFLySYn+aGwU5iixM0e7M0NDVy9Ox5Km399By4g/l8ma1tLlfjkV25RDB9koqTZriplTmrmYWKxwd/4ef/6EfcB/5d69Dj3/owRJua1pG/kpI2xq+iAvjo1r/EGEGmnOdXd8QpVQ0PnTNsdIs4nubktMWjRyukVYzji4ZXFlzcbIypfMjfPulRrMT464en+O7JeWKB4sSxWSyVZu6LXyTXlCTR1MiRBUUXAe/8XAkSzfzJQz67Gi1WyoY/fSDPTZsS/Pl34Vf2au7YnEIEkvl5hZofp68jR9xf5s1DOUphkTuvb6W/ucC7OlPcu9Xm+sEYVsKiEckTpw2NDjz/8jzVbJrpc5qwanF+zCDKBT5wayOfeVZw8EyRPX0p/v7lIi9VNGHZZbDF0Bs3zJYtqhVDsOddHLjrbZw/+A1i0iN04sQQIFVEFw49QtvF8yXiP32Lt+ohDlxWnLr3r1m8cJiYX8a2gLpWKyLRrlqQrMdtIhrzP7fwWLXnF/DGt7/nJ36/nHr22x+GWtdkRbkuoYquV8goSUVYFqWqwI7Z616zqLkjR84F2XSS4cnSKrvL9320jjCHMAwIAh+/JoJE+RGDKlSUwyoiqKBNiCbEQRFojVI+mASn/EZmCh4zM7P8h3v38of/8ASTkwF/cGcLH3pqml++opMGV/GuKxIYHaLCWlx2LQZC68gcEyOIxdxI6yUEoTIRGaPGxppZkOStGF94fJqNg3F2NEmee+E5TKIX0jlOPfZl9l17DY7lcmmlTEZUmCxqksLHaEM618innhjh2k3NbOlr4ui5SUIMVtIhvXQWWYv9RkTx1kDNgXoNd1l1iKjb9JvI0WE9W/E1qzaaRMBv/9Zv/Kv3yutOWE+lOhnp3M+O9mb+91uuYdPMEW7oyvHpMzPMb7mHoH07cy9/lxxVCp17KB34WcKD32Iu1YfedB3HA5vl6Tk6/RLt1VlaitMMtrdRkoKXL47z0PgSC61b+dalBeRNbyJvJG3b9rLy0BfIP/BFNpkZLo1fQMba+KuvPcUzlTaengu4essG8lYcCJFCkdRlpLAhMBhlYQU+GcvjQ2/ZgGeyWNpQVGkQio89u8Biqcpt97+fRP8ePCy+Z67khg9+ilhYIojUeDiJLNOeppRpZGDzfirS4uqWHPalI7SHC7xyZpTZqSrffuUi7tB2ltIZBqTEXZyirTrP3o4Euzb1s3nPbuZbh5Db97MSb2WLLLOhMMdbO2xu3tpFb0cnL017JPbexsN5l+PCJuamyZkFtpZmiVk+jx88yPELE0yoFA+dHkdv2ITd1E5mahh1+QxuIc/5pWnGyHLkQsBYMkdD0ZCYPsm9/akf9Ln/oZdeJ+CLaJ2KMADPStH8hg+xo61KrGrY2GdT8Cwas4b3X5vgndc1sWtLkqt3Obz7jRnaN0J3n2A47zFZVFi2hd3h0rrBsHOHw47dbezf2srlTDdFFSDefS+X25o5Nr+M8Ss8O+NTCZLMlAw3dsdoaChAYHHf3iRB1SAtsCoV7Krg5gGbwRZobGvg4eOaFU9wbAqKK0k+9BnNsUMhL86F/OnDs/y/X/PYkxT02JqbGsqkHSgrHyuAwY2Srk7DXFhBu2XKC4qNsQX+9tYUhZkqOenw7WdjLE4s0+u4zEmXl5cU77vKZ1JbPHG8ysZf+0dmZR9JrwYwawerrAh1it3v/C3G7v0ub3vgEVpHn2Dvx/+UP96yzB/f/0ekmzatzcKJMC6tQLDONmW9zuY1up71n1+kH/lpreg1RJts/bWHSiHrtia2IAi8ddTX6L9ruJSshX6FkduBUYSq5gOmNCpUqwU2DENKnsbXmkCXuFNZvEOmuDsQXN3QTMkP8Cs++ariVNFjeWIUqQN6WxP8948e4vd+5gpyTSl++3PHaUu1MTI9xu7WMtqLiAIRvUoR6siVOhaLsk6ENMQcB9uycG0H13WQQq66O4wuV/jak5f5xbsa2dvVgWfFuO2O27DSDuGL38Dv3sNH/u+PEI8bjJVgWWSQXhFl2WACHjo8wy/euYnHjk7xjw+fisbSgCwuEQuKYOnVjmPNgeK1Y9S6HVvEjn8twB9dRO3raiNMI+ojsR8B0C8de5atvd2UQs1wXwcjzTt44ORprsoKLp9+Dvn4Y2zbuRWn/VaOue2Uv/4RBvbexO4T36JiaTqbB3ngyedxOzMcT2zBW7hExnTR4q0QCIfyq4doaevnP951gBcOPkiiZwcjk4K9b/1ZRsZPMx9rpPuOqzly/gJvu2k/J08d5JpdOyl29zJ17Ait115BgEKLBJiABSfBFx+/RKK9jTdkL/PpsxaOWKFsLAJvhblEO185d47797TSNXOcv/3Ne/idr/RQHD5I7qrbufbn/ysPfeovkfIyYQBJN6Q5LNDflOCZC2MMpzLMXhhlzzvey2a1AmeGGZB5WhdHIkuKWIy5S5PkewaZyyegKqlcGKELQxMF/PGL5HM5RksVxMA+0tKn4KZp7LRZWljhnp5WXnjuIPHKIqfGpjg+X6Bz317CoSFSVplSaZGb+zfQ2+EyPnqZ4ek5tl2xm2mnkYhkCr2dGYIzJ7j6wHaeRrDs//Rm6JExXk0bYkmEH2JkldYrfoWnKxkuLXjcc8Dll7ZmyQiDUBbXd1mUFqMRR9VEYU7KGJ4/V8SvaFwvx3jeMDlS4FvjsCEneOa8zdZUwNNH57j+thReISCwbKyYQ0yApx02uzNo1cwTx8d5Z18LgbXCodOapitddsTmsPwUVQloi4l5D0eF3DTgkXJi2DE4daHKYFuaA5vaSMYFV25t4tBlxYsC0sbmMxfh17pgak5xk1lGFTMUfWjVmtPnK9zcZ1EpzOBWBc+eXODWfVv5vU6PQ8M2jikxfMLixMsVzL5mNjYasolu4jmL+//qn/jyk5c5upTDTie5NCtxpMeXJyW/s9Ph6sHNdN34sxx6/CSx518EXeQDfXv4ffmrBGGVLjlDuVJFeUtUCqP0F7+HstI4UmKbOKEEqx4UFc2XiJyRDQKFUa+7JfxY7xVqpqSGAC3iCMtGBz7YEhVUkE4WFS5jdC7yHavP/WWUGVQ33ZRG4OkgyiNRkSHpWoEx+CbEBCFB6HHbuz9AT3M3wxWBki1salJ0nXmZ+Lf/J5WVIjNdA3TMzPBMopFwKc/KSoW+oUH+4JNHeeMNe3hxvEDr1AkeGm9nb3uM5pwN1aDW8YCM2ZhQIiKDKQKZxODjODbaKGIiypYhCDGh5rbtrRzY0cVnnx/jjQc6aHMdtg/GeORzf03c8vjQfdfisBejA5rjSSxVQrS3EwsLeNrhfdfnODvns39jljNTJagu46gy6fJ09HrMKrkrWnUBb2QmHZE8aoSKermR9RFpFFy+mreDjgxSV7/QvL7g9nXvpNzOG7jY3IZfqbJcrnDxxa/Sl2hkR0szDS0pvHt/FT32PIujJ1j6xmd4/33vI1N5gUeyA7Tt2s1j3/0C297yiywtnCdz8ItsGtxFa+UMF0oF7LKguX8L/sB+PjeaR1//c+TOvcxVG7IsXnqZtzakmVgZY4treOXCKzzqXMWWK9/Eo7OTyIIkdvo0Vx24AkcYfvWhWf7q7iY+9krAf7spw9+f9Jg1aVriZUKRwdLzHC82Y9uzfO99vZSkx+//7i+gSh5zLz+FdnOgbRp33sXDzzzH5tYsKiyTaGxBJFt4fGyWpq4+XBPQs6OPxNlnMa5kfn6Gxg29DPsCJ54jrTxyGwa5eOok2a5OeltT+JkYoxXF8kpA0LeTptZWGuMp/OmT3L/vCi5Onad7Sz+feewljhYuM7lhN1OWoO/qXqwXDrLT5FkqjHLXNQf4+rNjNLg9PDbpU1YZ4n3tPH1hlLdu0cxOzJHIunR0NPP03BzPWt0w1MjTY2M/9Abwgy5joojiIKg5rGJhac2mPXvxaOL5pzyeezbP/9EuKPnUBFw6Eq0JECbSbVR1lpPDs0hXsrgsqARJuppSZGMapEYUlvCLLqJSgIpG1ZTqqgyBAIPmXVfEOTy6RM4SlIIqoR9nrlQmU3E5cimk6HlIaZAEtCVjjM/4nJ4X3LnFQhZgamaWpu4kqqLwLxoyDSGLx0f5xqTNu3f388RLC7yn12fFuLBQ4OKKpiVRwS+Uac+mEQsXySVjyOo8I5NL3LGrysjkNH0dvQivwPDxc9zV2kBlqZHMZJ6ZqubyvCFctijHu/nArSHPnpM89i7FKSn4mY8prm0oc/HvPkt+bIH+ndcy7T6O+9Ip/EvzXHHPNbww2MVvvfsAv/FRh3JGIZcEK2mfvuf+kFZ1FGWHWCqGsWqW9FZd40AUSm8E2gQ/tXtF1BMdVUTElYhVcWlEJ9a4sbUtyog1cSQ1TpMyGpuQqjaR0DWsOU0rRaAjESXVAE+F+DrDp44CwRi6YwNBQuBezBCwB/fOj1A+8h16Uh59TgvkQ3QYmWheHBmnp38DDzzzKj2ZOIcvtKAb5/m9JxL8wY0xNmUdnJorQKgNMaHwhI2ykzgqJAwj8D5UPhYG17VIpNLMLi5RtiBuXPa2pBh0ykzMefTHfEKnirXpHmypIu5XKAkCCEUk/vQDn2og8QNFwhKcng4hf4mGYA4LH2rx0EaYtWJR61aklLUE0tXKArB6L0Q6q9fm22izlnO0amX0z1qc167X7WsuNXUz9uRX2B9McECfp7vs4SRdnqukODKvGYoV2ZwUJE4f4sZNA3htXRxfyVDUVQYrC9yzuZu28ae4XhZQdppweZYXqhYrm2+k0LmTqd7dpLxLBIe/jfW9h9hoVjg3WaWtpZfvrGRY2nonBzPddFz7DrZlXaaPPkXT9Ajh/Ktkyx5VLbF1kYOjkrJy2NcBxngcOjPDfFGwuVHyS/15jJPi9tZZEsLlb44GoBLErTiJWBqrWuSRj/0u37m3DRoa+c4zw6RzOexcCyWRID87wZAL/uh5KiMXyFQ9Xj57jhEvBQduZzreSFK6ZHWJLmuZDqvK1g29ZJuaOTGxxOnQptLRT2rXfrKFOcTUK7QvjrI728CF8Qt4pTh/+cALdOy9kZnm7TRNDZO9dIErgxWuH9pEf0MrTnMPj50ap9q8ha9fHEN5LiIIaA+muLfHJmkFzJUreCbF4+OXiQ/spViZI3X0Sd7Z9dNDaK3aaRIpqIYKkWrhzW/6dRZEjpWsZNYzNMTL4FVBVTGqhA5LCONhm0hnoKVEOMt0tcW4ssshoSSvXK7yvaMXOToygzQ2TryAFYTYGYVjGaQOIPRBecgwJCUEMa/MY9MFuhskBCXcoEy7W8Y2U7Qk8yi/hBWWMEGZBsvHXZwkWZnHwaEQwJJnODzh06DgwkqV4orLKZXm0rTggw8uopXAMhZdKY0XlpnJzyPDKjf2KfrSZZSBDY1p/NAm5saw/DwTsyV65RKepyh5VUqhoThTIiyM8pvvaCQIJToQeBWDm5M4McN//u4y7/+iiwrjjFfiZK+5js3X7cNJV+i/9e3oi6exvVnuHH2Q+eUevnkc3IYSXY7GE4Y5z+XUVX+KZywC4yBMdVXXsuYSbWp6kH9bu/DjWmvstNqwy1DTYkQAvhCAViTdKFZX1yOPWcduorbxBRWE0RgtMFqgFajQQFBFhD6hhjAMWGnYhzU5hjM7T/LMaexjj6NEhQPbewlaNmBf+WYm8/DScoZkMoHQAQQVpAqZHL2EqWguixgqDsKL4y/O8lePXMYSmq0bByLTUCHxZIyKZ3B1gENQc6qoZQIhcewoE8iRFsK30RTItmRZAZpTNkHM0JZupH36GYIAUAEl31DRVSrFEAozeL7A9z1KVcPc1BTnnn+cRHUGSwUIXcPVpFzn2lAbQ1Iv7NR0Tay2NXX/MGqj03oIG6KOy0SWRKtF50dR6Pcd+jwtfR1MXxrju2GOhlvvQqd6KZ9+iiub4oy89CB9m7ZQ7N/OwDXX0OwFvDJ2hIFgATdb5YlXznHdG+/kE08fpvX2+zh5/gQbpKZp7DDX79nNyPkXiAvJ7JZN9PVuYSrXh/CLHO/dTM/id+gdexlGR9m+uZtwbpGUzGH3bWFmZorDRZv3S0VVNPGea3yStuYNzQFGJvibt8T56vESmzsynHZdPvTYMjftGsKeOclvXGXxj4fLvHe3zXPTJU4++Nc4QvC2//qX/I/33MtkeS+N2Qy58jxLK5q+tibyoUa1d5Nr7eLU7Ax337Obo+fG6ZwbJuEoZrwApGQ01kY8WER1bEGZABlfZpMIKS6O0m7KLKQlUws2Fx0by83RGBqWL09zzc4Bep0iHa3wzEyMybl5HhuNsbwwhbNxL73tPWxxPAaXp1iSjYjqJK+OjDCaSJHbsZvnRJL45i6Ky9NkQp++kcN09HRSaG/h+Quz/97n/Udevl8hUHDHHT9LMt2FXV1iOV/kOd/n0fNVTLXADV0GXyusMJqTR7oSg8BD5aeIeWX+f97eO0qu677z/Nz7QuWqzrkBNHIgQAJgBsUgipIoWaKCJVuyLFsOa8uW7Zk5Ezz2rj3r2TOelcPs2mdnbZ9jJUuWZSpYogJliSJBSgwgQAQio4EGGp1D5aoX7737x6tu0N5dakTN8OIcNBrdKPR59d793d/vmwqWjRv0IWlDGPLm3oiHDsGnTzbxGytcXY1Qvs9Hdlhov56cdEkcotA+Dd/FyDY35ce5uFxB+2DT5qN7DU1dJGenkP4iQWoIh5BU6HOyIrD0FfpFiUZNcLPT4Kw/y0zDQdUD/NIWSrqJHZfJkSKWGtNaZcRNE3sxV64us79Q4Npcm82jIyy3Anb2SaYDm91jXRTieRaWfUqhjQRGB9I8vxrwnWPTRLLI155rMO7WubKQYu8mw5Mv5Dh8tk1PvkC1bEiVIv7muOINX/wkFz/zSVL/9reoffz/ZOQP/5j5f/MvcE8+wR2ld/CJlV2EKkPWjnFETKQVXkqyknsXA8E/oEwqiUU2a5kxNzJrErzsdaSLdf5/YxKMzkmlQFmsxfLqWJNJu+uZK2B1TtDcELhKCJsNdLoLrZJxmNIaZTRxLAhVRMPaRTW3h1YE+VSW0d4sl+fmiCNIHz/MfPZWfu+hHXzqxW6ubN5NXF2mXl4mN9xHq9VCixS4GXBsRASEClSDuuWxcUMJbQa4eHma2NhcX63ysW/7pJTPOzYZHjk4DKEPGNLpNMpKIqmjKMaxbVRQwdc2w7kc5xfb7B2ysZTLL/zKz/PU+Rp/+NgU9+8bYGuvx4WKRVRfYutEL7bfYL7u8+TTx1HVBWw3g2UJUgiUTKQcANIYtEiEzP+kc+m8/xKxbjm0JoCGzvWVoqNF0p17hY6+qlORfgg896rHlFm7lxfjHo4N38zEpv0MhE22LpzmTf0W1zyNvPN9fH4ywt53D1d+8H38hRke2b+HVuxyorAFc/u9nGzaeNNlNl54gQ9u7WJbyqc3neX85Wk2HbifE4O3sLLzPqa6+wkvvsC7u0P03/0BzFxFZDMs94xy+Nh1XgjHma4HXM3nEJNTTIgysbaZkZKf2C5w/Bpfe/YiXz/u8/iL05y5cIExu8UdG1x+7VCBvb0Bw0MlNGnefNtWpoMC0yttlFZJbHYAACAASURBVMzzrYs+j378t5nYPsEt24ZI24ZNm8bp27qbcNNeZkNJXliMZBTq8hlOHznMW3Zt4lylzUrXBFdCzYI9gqcDVup1uH6Z1vkXGMymCYTG7RrmjNNFs2srjbGteDKFcCx2i4h7em1mjx/lzJkLXM+UWLHTeKM7yWzaQbF/BK5f4RZZo0s1Ge4aYLlS52JhGGvjFoZuOcRzC1U251NsW52k1y8zUrTYs3cXpxoxz0wvs9q74cd49H/E5fbw9rf9KtliP7JZIwhb1DyfizMV5toNZOwz3q1xVYStAyw8BBFZ1cCfvUIx9EibGN8PeKh7npt6DamghYjbEDcoWi1q5evkokUyapYh20NGbaTyQHlI5Sf6iLiNiCTHJo/QXXIShXQUI5RGe2VmassIq0SsWxgUlWaLO3aMIk2WlleGygxPX6+xt9CiXmtyZXYR3Vyl3GphqwivOkWXNUtDGUosEesWi60WTlClXA3o0S1asSEb+Sx6ivF0ANom5cZYYQ0/DhjvSXNy2uPU9etkx4cpecuUTZGBjOKhkS5+4aBD3muyo9tCBgqzEnFqdpVm0CRqLmENjOO3ZmisVLCjBlbQYE/7LMMlGx0L/JagWW3SLLdoNT3mR96Z5LybNW81Q7Qe3Zu4TAeRItavD6BvrLVzbQcTFKYjHnfASIxwE2W6tFBGdDqcTkSauWF3o41NrbaMFolRJUYnufVKUnfvodr1s1QzhwgxpBR4tXkmr8wyNjwMRHiVCP/lUzx+usrnPjKBvOkBRPcQ9AzR8gKEnUZaAmkURCHKi8BvoOMAO9fDlZlFjIkRIsa2JP/bt5bZMDKGdrqYrgpwOk7EMkkR1bEiVlHycwqNZ7noIMmtGUkJbGxcGRFLm4d3ZyjlHCpRirInGBuw2DXRT9Rqc2pylm8+9gTVuWkiLVEk7tyxZaNlx4xTaLTskCY63cdaqJwQBlsYhFE4MqEnr3U166apr1Dmi39CpCBxM/gh55BX7Vy69tyOc/QxrKuaXDFDGYuZvT9BODJM9dnHOViqcvCmLKvnvsnwvr18y0uz9PRxCne+m0imOdS+yNTVaX7p7i4eOzVLv57A23CAC54mmrvMzPQql8+9xE1xhUN79vGPOs/TqpepoXvZdutOTtXrOLWLbN64i3T1LDffdjt6/jRX9u5mfNtOHEexSSkmcja/+8U5fvOhbQzKBufnu+jNKz7zwhJZC46fnaWnuMTA0DizNcV4ps53j1/lgZ1DOKrJm3cWCRrLRHYvQ0N9NGpz3HzTbs59/XFy7WXev3WCmajG2ReeJ93fjz+wjU+emSc9vJlgaY67hwq02rNcuTpNT38/169NooeHaE5sJ6i1aS0ssHHApRi2uGOkl/nZZYJqjWt+wFS5RkP2MtC3lamXp9gSSbJyle7L0xQGisyrmC+9eIYtm/dw6voVhjffhVXM8TObsswsNHjrPVv4zvHTpPIOc0uG2tB2lumn7Fd4ZO9msrPP/4iP/WtfD97zHgQxKy89S7NexgLcm97EmatNlHJReGwvZbGiMrawEdikq9cIdIFiLPHLS8R+k1iESKlRjk1hZDdYEUoIPrClTYsM9w2DpXyMCRFE/0TolUTWRlhC8Dt354hlFTvyQabIxYZAp7k5GxBUZkilQCIZTuX42vFl3rfVp9LI4Dg5JrI+L1+d4S53kLNLNW71l7m7J6bVbHPvxl5mWzauX+FKVVJIKWKvxveupSh7mvMzTbyUw9mpKXTPID002N2VYmuPw98dmebWnZvo686S1svMlpv0HTnMm9+4gWOTdTIZj0Z1js89V2HPls30qTLaW0a5Bt1qY73/l1Gf+mPqH/kQe/76r1iJYvQth/DOHKNv8ktUrDfiahspbJr1FkLaSC/mXKmfHfUm0pU4JtPxjBJI2ZmnI9dzcF6XJayOjVWH5RZHGFt1NjmDlC7KGCyZbICi44slzCsMPE2CWK+sLDHavxEDRDomNDH21t8icgdwLYeMD2rxIsZrYFccQlNhZnKaPds2cHmpyuKipPzol7nz+iPcM+FS3zzIqZcXEeTQ7TmEdjBIsF2wXNKA7xqiVoOPPbIPHUUIC2Qc8Js/sYtPH57iAwf28fDWZdrPnCF6/gTNjMvYg3fRLmTQa7IRA0oJXpwXbE0bhvsbQJoLK5Knn3+GRx58gNHsNPt7Qq5VI9rXFuguSb7+2OMobZBG4KbSKGFjROLlp+mMrdbwKSlIsq87nYTpuImJxHcMblgNrVGP1wxjDWumlckv2dHKyI7W6IdoKF+9uDykL9N4w1v4+kqIin3iy1OoJ/6ale238OCmXqpWF89cmaa0+01MtxpYp46za7xI9+WnsHNFLkyvsOvO23nu3BXSB9+AFwQ8f+kiO4o2D+wcRQdzjOVjLo8/zLM5B8/S+MtLlJpXaD91mnB6luyOXWwdivh2tIMFNUQYxaxMXePX/u1eLAM4AhnH3DnRyxcPn+fOzb3sGzbsyLvcMe6BL2H7MJEjkc1F2giIAz5yVw+EMU3yLNRjHj9SZbDU5I17hsjYFvcd3MLffjkgKo7zzZUyjhIQZ0lv24l19gT3TWxgsAhfPXqGwhvvxwum8bffQTUOoOBhrS7SPXeJAxv7OR+FRJV5ZskyOblIXBrEc4rkcy26mOZgzkXUz2O5gkaouDRfIT+YJxt0ExS66JvoZ/76NA/0pWguvsT2fInvvtwgl4bnr2VZKu6i5/JxBkYGiBfOUWwuslG2WapmmGwN/hg7wI+2gmaNAMO1uVV0dRavUWP7He+hqTMo45MxigEnIqshn7KpX71Eyx4hri4T+j5BdRERNhFAnI0xNlRjjds7iJN2CB2bfBxhtCayNYFtcGJr3ctMa82u7Vs5feZMkrEiBCaugwElIjSarIn5N7dojIlQkcEoiaU1ozLg8QseOycUeuUKv3tfmkePNrh7POL927o43TRIr4wQhurKLF29Azz6zCWenff5o/fvoxlJjlxvkrYMM4stRLGI3T3CuatXURkHZ6Miq+Dw1RiRWuaZw2W8yGKsN+a2vZtw4yrR9AIDWy1GQ4dqq8av3VnmU4+fxW3GDOVtVBjzK1fz/F84BFGNl/7jH6H7e/H27yB7+RwpAz36MpV6gVKmRMkRCCyMErhWTJUhsmoOE0UJYC4Sj64EwE02efl6TcU67sZaqyTKWVhgkoRYHXpYuEDivWaUgzEOmv93iqYxhpRjI0XiPuAqi6B4M3FxgB6ZQqdz+GnFnaP7OH5uBs+aQ69YGLfBmdkat+4c5Ni5ZYhSpF/6CtX2RnbcdJCXrzUxi2dBdpHNalrtIOHsSgvfLSFQKMviq8+c586xXeQEKFtyoA/2vmOAIGXwv/UCHJ/CUQKnkGbhC48jP/IuIivBmowxpKXDwTHFZ771MrEMed8bhzh38hh33HM/Tx35AQdu3sbRKzPIVIrpCyeolcsIIbEtiZHOehS3sCzW2A5Jp5JEQouOq4Hp0M5FhxUmMR2tzZpdENAxRl3rYJIa9IoKIpLDGHS0bLw6W+xVx2KXBw7w2fmY1qmjbI0N79g7zL6BYe7fMowe3cp8aSNGNaDaYPXI9xh1W+SWZvjW0RNcnlplfsc+5txNzPnwSFbQXrzGzd51hF/lGycmuZTbzDM9O4hSaVYbDd7bH3Huxa/y5vEiN/eU6N+1hdquBznrbsSTAY1vf5KUFfOmbf1s6B4kbwLsSIEOKPV28xv3jnDbxiwpO0+YzmHrHGgLk8pDZMAu4hgLW2mkAiM1WavJQLfNRx8Y4v5btvP82QUkmlw2w5vuO0S0MoWo1did1fQW24xdu0xPVzeTjYgvX7yCe9s9+FEa7fZgoibFyZd4z8Et7Ns8xKkXz/B3ZxY4c73GFN3UnRSuDXZtgezMSQ6GixRbNfZu38CpqVWu6AG8sU307LmVnu5tjA71kCpfZ/vyJLvFEib0WG0ucvhSjUamxFRT4OQGyV2d5PYtXQyGbfZMbCBqtHjmwnVmMoOsDG5+DU/+a1uuEyJMxIZdO4nDNk6mRKZQINIBFgEDGRdHhTgK2jUPqzBKO9S06jWa1RWiVp2wVYOggd/yif0yeHWqK6v4xib2W7RUiGcpiCJkIImigDgOCQOPMPQ5/fLp9dmyDjXz16aQKsAonxCwWaHu+ERCoeKAttJEccyqJdmVb0JUZ26pTHf3ID9xU5ZRKyKMPC5cb9A2GcBla28vPZleKnGWgYGtWHFIt2kwUTD0ODEP7B0gKxW3dHncNJTn9k2KFU+Qy5X4+JuydNsxv3W75M8P1enPj/D4C1PESJqmwc1jhqZbJ5crkAra1LVNKR2zXK+y2GzwVx+9F/uRh0k73Wz9/X9F+r434E5ewViQPnATRXwcr4kOKwTNObzGJM3WIlFlEV+Ook1pXfOSeEatxdyqTsja60RdN51Oc/0vREd42yker9BcyDVMqPPv1r6/802Mj46wZi6qrZhC322oWo3AK0O5wmC2i7vv3Myd+zcTpXtxCikc7eJEEScvzpDvSqHaLqqlWFBZvnFV0bVxB2Qz2MU+fN9PNlppAxZYMY7lYKUtLrdL/Pxfvcyjp8qsNi1QIb7M4MQ1Gi9dYuKdD5L/6DsZe/BOtB9gdyx+1rpEjU9KSbb0Ofz6W27BEpp9B29nbvoaGzZtZ2Z6FlNrcunZbxD7dQqFbrKFHlK5LOl0Gsd2cB030QZJC7EWb9EhZ6xHh9MRSAqTMMU6bYeBdQua9au6hs2IG+9O8ho3rPf/W9hir9q5rCjB27IN7vvln+UfP/MXPCcKVPp3ssQGdpx+gXy5xaCMcWtnuTh5jOJd7+BCBXre+TEa2TxbXvoybnWZ947CaF8XywtZ4kM/zfX0ZpaeeYytjs3g2Zd44C5JuhRwfDJi+/t/g79/8TSbbz5Is3ydQ61Jwkjwwfs280e+RzR9mdw9byRTkoTGxZUaZJr7N8aIKAtGoSMfOww7yg+DMTHScTCESGMRxRbKDpBhkcBqUgg8Iu1QsDwO7R2j2WzQk83wrnvv4PLVJaZWFrlYtvG7dlLJd9HfU2Lp2NMMl3Ko6Uvs3rGBl1dn2dXby/TENo6ZAeZi2Py+B2i9fJSUaxFXL/PAwT2cmq6zZ2KIp6c9Llkp5lIxX5kz5PcdpDwzxd7CCMutWbx6neaKJNU2vJC3aMx4bNqzi8jJok3EW8aKzFz3ODAU8OUzNVrNHo7LHpzMBO3NQ+wcHmH+zCk+8Obb/xue9P8+y2S6Ud4iQSskP7KLxcvnidMKRMC/3ALv2RCilmqs2hLlpIiNwLJCmpVFaDexVBMTh7SljQhi6n4D2QiJUm2Wa1Ump6YY3ThKT3cvQ0ND/Omf/mekLfnAT/80vT29CCGYvHqVZw4fptZo8C/+5W/w3Sef4CMf+DBtofhfvrnCnzxcoBDUCKwUaI0UUDBlfnlXCUUXRB5HT1SZXJim2zIsh2UySnNtucLbJmyWfMFEv8P1xjxn7Qw0pvmbI3lu2zbGSG+KYsola+q8e0+GVrPO5h6JK3O0tWEsqmLZGQ5tFRgj8cIcd3fP8tTSCkutEvH8ZXzuJNescOnoGf7TS20yw3s4sLmfJ44soi3N/R9/HCEO8Pl/dwj/I7+EIIWdsYje+ZN86Owwe7KLqKAHkQI7ChDaYLttTBAjs1uw4lOgkw1bxWZdmb/GJvrnyZz/w+4VFImrlwalkVaiA7E6G51RCtkx2Wy1mmSdNDaJNYtBdX5WGykEu3Zt5sJ0QGDHqNBCOXnS2T6M66K0Q6uxwnee9PiNjw3x0pU5aipCx5KoOYflO4xtynOx0iLyM6w+9wzOG3owmRJWby+mtkqeLhqtFiLloq0UJmNBJg1CU5KKT/7mh3n/f/kGj55aZF9mgd997z5UFNLTjpn7zFdY7i+Rv2kLtglZ/d7TpB98QxIHYAxxYPjm0WsEXp1yo8XkuWO0vZjy6ionlpcolUq4rk0qPYA2hnTaJiUsotgmVgajE+q9wAKjkBIEOikq6I6WJXFtANNJgxYk73gnw6VDjjCIV9wHHYr6urvDjS5mzTn7hzlov2pxyR//Gl86t8SzQTd9B36JmQtPctCscO3zX6J96EEqxjDfNUG17VHc/xOMbNzI1WNP8OHbB1lcvc654iAvn32Rysg2ujb0oxs27Zeuct/BDFu7BeVzL9K3aQNnNtxFd7qLF898ls3zy9wv5zj3xBUe2r+J786s4E1f4XDuQ5gddzP9/S/yV//6N7hY9bm1P48wUXIRjEkusupQEo3ACIHS5sbXzZrNtY0Vpai6LqnIwdYaJUEJiSVDpLBwpEVXb5qy42BCh3R/DwP1Gtu605w4cozRtGQgm+dStsBXr5VRzhCtyVk27ttP48Lz7B8cZqB8kTOBR66nyLOnFwkXfRrpcc5erLFjsI9yu8XbNpYY7BNcnJznO9cu4fVnuVRrYwZ2YIVt2mmfXGA4sHc7Lx55irv37+bI2TmeWFjA5AeZn/ZZzPazaHVx81gP9dYyQ40ZssUcxQ0DLFdfPxFlsLpEq+0ThU2C1jLZXB4ZCJ590MeXAlWpJUB3o0q77RFaglJPN1ZKE9abCB1iS01jZQU/qBBaIY6bIy5YtFRiUHr2zCl6urr47OdO8da3vpW9e/fy+7/3+0jpsGPHdgSavp5ubNvGjmJ+9uc+jECRN7ClJLEsh9gIJDFKOFgiBjuFg4eUWWwrZP+uIT71+Bn2DQ/x/PQsuwZHGejqo9jXxXi4jBUs0tPXxZ7eNIE1QdqAK9tJVnlcRiuoVX1irclks/h+G2M0eSlQ2k/CrIwmZxnu32Jzz9ZRbLHA77xjGxcrNquXpxjoK3LX1n6+fPg6hZSHlD6lUppfvnUr1dM/4M9eKjD75v+Zh8fT/N0LiwTXRgmtKmcuLWKKFiaCsNUg9DzId5MNMjSy/fTECqSF1hrbsjuFZc3Q8vVT5xujQYNlOZiOs0MS6GUhZEcTYrmgQtK26ATCWdioTsMiOgadgk0bRrk6P4WjJJaURLEBN40RDk7aQqVtFlsBf/iXdbZu7uVcZNFoNnGcHHHY5NK5y+S7hqjWl+kqDlJ5/tuE978DCgNQW6JuUlhWTBxrnJQkijSRCTEGorTNr//nT9Alu0mFIVExj9QC0fSo+zWkr2j2F9k8OMhkHBOU61gmIoxNkvGiInrskMX583zjsQs4xsG2bVKOzfjwELbrJsJFkVCykzgFiWNLwlglWUBGJniLScpFcoF1whDT/9zsE9ZklWtGoEKI9XAyYRKbGrXmu7Y+gRSveO9uOJ+/2nrV4nKuuIfxvRsphYs0zpzgXcNZpucb9I1uZqV3DytDDrNPPcqBA/fQF86yyW3RddttfP3JYwzuvYurxQL9P/NWqqdeQH/vS+SF5tZuRfDCOTYeuIdGfYR6ehsrk6foPX+CO0fzTB3+KnMZhVuu85nTaTbe9Qjy9ojGM99kwonYun2Qz3y/zc8fzHay1TuUyhuldr3tf6XD65rthdGJMvU/nVB84vwq7yku8gcPDxIrlyAIsS0X24nx4xjXSnFoyxCPnjtFYcUl0gHNGUm1u5++XbdyfvE68xfOsPvOO+hdvIYaSFGMyvj5EgqLo8sBqU07iHoK7MqM4ZYyFKsL5PQs8eISY3ZMrdrHzEKVK06JzW95H0dPPI+79wAy9OlvVpiqt5no76E9O8/WiWGOXrnG2BvfwPTkHItz19nTVyJbXWA4qrJJplmoL7KioXW9ymTfCPrC9I/yzP9YKwx9jI6JooCWSbHvpz5MNm1hwjR2pFCOQXhtwtgn9KpEQYvZ5evk0w6xjghrLbxaGS/wsV0f8pKYmJYfsBSWMVGD5eUymUyeycnLrCyXaTU9rl6dpq9vEM8PSLku7SCk1W6C44JUhEqiwoBqoAkDH1dHxAJSlsISDpExiDBCui3akeC2fs3tfWNoKTi0azupUjeNeo2Cv0BkWbRSNq6q4YZJ7gspGwFEcYDqUGkFCgmEfovEzp3OJhB3aKCdIF1TRAuFMTGOrdnjztHePQhpnz//5hS+gsPPhchsgVXd4OOP17BUP1FWY1tpviD7WMknmTQCSSEliXxNnImQaGyRFDIlBVEnCMt0NBevdFNes4TBen10LsqojgZDonSELaxOrICFEJJIt7GtdOLXJSHJAJUdTIF1YForhWs7qCjAaIHQEdKExMJP6LVhFplWyEwer73Krr4xZooxdVuhnS6E3yCSNgU3oOpmqLRauGENFTbJ5lM0c0WMjolbtcQbrNUG6WJkEpPQ8iVRqkCXG0Iqy79/eBNNFRCemcTKpfGMRzHvsHTxKr5lYfX2oEKNxqJe9/jGt5+iVVkik8qQEVnSGYnl2Ikmxk6yboTQCGyEnbD6Qp10eGlH4q/fTwoRJ4w66NCNtV4fh62tGwB9wijovPvJx46OZR3cp0NJ7lg6SZLXXAf8fxxAvzT5HcZzQxiRx97Wz/F2msXBQcKxEubEYVoqy6/etYvzZ55g3soStQucLW0j3jtByxWMX3yRN+4boTVguNwuUNo2wZEVg9r/Zl6Yn6EE7DOn+OBNGyn3wie+8nWc0U3k7nkLdrXJ4ne/wfC1/4i7ZQu/+/a38sXH/5Hvtwd5k/F4fsZiT6+F6OTaJP2fQOHwoa+v8NvbK2wbySElKGMlnYs0pITFWb+bR3YI/tX+Og/9jeJn/n6OCVnjnXds5/3fk1z6SQtfRGQtm4fvuYNvPXmM5e5xClmXoxen2L6pn5njTzKccdky0kVXdZmqsDCpLk4om+z2W6kvLSNFiFhtsm3lGn1WiBNlmVtYptQ1wDNnz7Jj3y206haRVIxv6kddPM5D20cpN+bYsWGYq6qLyvIyC8VdlFcjZCrD6N5dbLJddmxMsZTqoRg0cDYNM1XVfG/ORwztZ+75bzGydTsb26vcsnfjj/rcv+bltet4zTrb7nozO3KlJE/cM8TaJ/Q8XOkSNRfx/DqxX0cHPs16jShfoFleJZxZwEQBkR0wNDKEKKZpNWOqbY+mjFhammV+bgVpSYglQRDg+35y0kul1tkv6UyGSy9ewfPbaCGwsQhNTHl5EdQYIRINqFBBZ8QSG0hpgTQxUiQsnCAIUHGEt7qEJQUtYyBOHszQCGKpAQ3tgGh9RKBfIVJcOzkm9CCF7uAbN059ghaWEh1oVKCNgzaa7SNdhFYaIRRaKIQJILJAaiLRQqoMsQ5YqVZBOwjjoS2Hwe6Ia5UWIkphoTDE2KqG0AJHNNcLijYJLTVhFFnrGpfXC9A3KsZggbSTUVdHAa6M6pgmSrSJUBjyWZdqpMHt5FB2As+0MVhGE1tQLS8hS32kbNCqhtFjCZ5jt8GksWxJmO1jslJh32g/C7PDhP4CMtODaC9SbmtKbp5WKOkeHGNx4Srh2A5ShS7CyCPjaNpBTJJdZiOsKOEfBCnecqCPn9qfhZSFiUOUjqk9dwpTa6Bw6D90L6c//VmykaJn/16WDbSabb74d4/iOi7FXAHbdbBsC8tycF07cTLumJAmoH3SoWhlOqNDiJUh5chOwqVEiTgB8te6FQnC3ADtE7zfQoobsQ6QFBOrY0S5JrSUgs6wbe0+TXoiYSV+bkq/8hX+v9erFpeT9gjXCxvoH+olvTqLWy6zSzVYqiywfK3Mg3fu4vEjFTY/8D7Onr/IRCZN64Vv86Y79xFcWuRwbY4vffGzLG++hfEDb+fYuVNsGetn8vnHeHjjMPMLl5lyxqhP3Ed59kU2vO9jKNtm2/VnuTYzy525OhMDY8zkuvh2XCK8712Iyw1MEPOz+9IIYoy0EQTUrRyDf+lws7XKE+/L4UQOcRyBDDEYLKWwdERTGsadJv91ssKvTrY4/MFRIiTaDDKvMlx6T4uyTvEPMxa39TRxjMTt6kUtTNFVyrB5PEtXVwo3ylOvhRyJHDbmQKYG0XUP3VzEXlji9kzAheUa2b4CF1ZCcsU0QXYQtWkDi1cvsXnXPnwhmYjmcSwH/+V5VpY9zNhGpkSa03NQq0tKg9sR1RrbRrugXaGvPMPhF89z1133sdK7lRNVn+H8MI3mNQpRwHt7A07eNE6tXGZxdQV/y47X8Oi/ttX0Yjbt2U8QBriqSrO8hHEKuOkUyvOotBvYIiZWAVHQgiiCwKNroJ/5wMe1JbmhHgrjfQSxjw4iKqst/v6Z57j3zW9ECEHKSVGtVujp6aHRaNBqtSgUSmSzGeI4wrbz66mOQsVoCVqArQWhslGJjwAmjtfhSSkFqIjoFRkpzWaIbVtrsDFKmRv25HRGCVGMEAYtRHK6FGuv1xGpdTQlyee602l3gNSOpQad1zIIEBovDPnSkRaPHSmjbEA6OPk0XX19GAMrs7NJgJgXg5vBtBVISbaYo1Wpcv5anUwxixQeKTvGcQWelSZtSXLRFAgX0OsaBrPu/5LY74jXybjSkkkcgCUNluV06MVr25FAJjbPOI5DrGJUHGLIdDrAJNRK0FH165hatcxw3wg6ZRO0L4PehrZySf6AjEm7EAlDs6W5HFs4pT7C5RWEnUfLZaK6TX7Y0Awdmg2F9OYIu3oYKvawUF4k5ThEsSaMY7ADpJEQxMROmrfvzdDdUySlUyxWZxFaIxbLGASepbj6V59G9+SJ/BoLNtQrDb74+UfJZbI4KQcpLWwnnbDhLImwnI4mRXbkikmHZzBIy2CtseYA07m3TGywbBujVGIoJl6ZOqoTofG69rGjvhc3uGDrKv7O52vF/kYaqkkKlxAJHiatHw/QH3QsxiqT9Otl+nt7WYyvcqHuw7Z70WM+56VmWiwTr8wzFtQpXJhjsNRNazlixXLpftNPYXzD8GIZjj9BprrE/bvuYN/ecZ5b0rhbHyIoZKitLpFrlZn+3t8geidwSgX2DRT5ds8mzu24g+XpWZav1RFBjbft3oxwJccvL3Fw6zCWiVEmQ1bEvL20zD/Mpjjv9bLXvY6DgxAUtwAAIABJREFUoWllcVSZ87qXE9OGD/ZXaQrN588ZDn+ojzgKsJRB6xSDKGasYe7760lwJKLW5NNvN+Sbi+ze1MfxqRWCYg8vt31auoRxPYpBTKm5gHDb2AT85C0387fffYLpuJuqinGGb6Z/ex5vZhKzdJVcPsu+TSUcy8Zvh5yYWebdb32QxxfKVJpTfLusyffb5FRAFx5Z7TM60s+Zl08x3j/O05cmSW/YyczAbpbOnCWwAkYqZ1CRx117dvHdJ55i3/6befzIi/SNjHPi+vJrePRf29px6920qkvo5WnadhGv3SSdMbQCQez72DY0GxUI26g4IG630H6b2clJxsbGyd2UxfermKhN2PLx6wHlVkCARBtF4IdYtkUUBXR3d9NqtWi26hQKBRzHTWipqRRRFCKlJNQSgYU0krbUSMtJXF216nQViV5CkeBxa8UjwQHW/JiSbiiKE9W40UmwFCZ5jYRGa9YBUCFYt7lPNgDZAUqt9WJzI1o4Ge2YjomkMXByWvGVF1fJ9ZRQjSaZVJZWGCFdm1alguy47woDJhRJGIglUaRwUiliX+P0lZDaQpoYsNZdhglmUFjYUq8zspLfNMYk7sRavT7eYggLkl4O2bk2Qq5dI9MRSlogBLatbzAAuWEXv+5xZVnYUuCmbMJY44TXIQwhu4btJGPyjGVo2zlyJqS/p5uWLVBhshErHaMiGwWESoO3iu23WG22ML7C6A4obgwQYGQaY1II2izWLDKygW8tkNYpig2PqiUIAsHEPbfRyGdof/0pvH3bMVry6Be+iOOmkNkUTqeQIC2kkAkgn3isgEjcKyyZ6EuEEFjSQuuoc38lzDPLslDKJBog0QHateqg8K+w0E/Qf8z6aLFzSLrh8pJ87Ny75hW4ihCJCDQ5e3RC3n7IW/zqxaU2y5Z7HuTpVo5LS5fYkulHDYyxZek0tUjyoVtu5tmlk2xzuvl+dYq6ShOOjHBpYC/5PQPsuPwcJ64c5703b+cHz87Sk+viyRXDVPEWxJhPfyZH9sJhIpPlpsGtTJ04zq07b+ZZewwZ21ytw90Xj3MgVefc2eeor1xj0898n9MVxc5Ng9zxt03+ywNF7huuUqWLr1a7yaU1uwtNdGQhhE1GttCW4LavwG3Fbn7jBx7abzP3U5K2FljCxtIKH8WfPj3Lf726gpDpJN0tlefnPn2UbV0lTssxdLfNSa/FJlNjT1FiTEBkRfRlu7hcbzBW6uFzk/Pk7n03ulGhP2whLp8hyGZoXT7NG95wN/Vak51j43zpu8/gbdtF/wPv44uzl8k7kmLfCFvMdWaPrZDL5di4cYCXp8rMrfZQkz1MmT4mDg1Tmw4ZuHCYHmXoKmWor9QZ2r6HL12NiIe28Zlpw877H6I9f41cbeZHfOpf+yrPXSSVLhK02oTCw02X8FanEW6GOIRAxISBhwnbNOs1jN9GxBGZrEUc1WguNAhqFcIwpB6EVGs+k2FIo+1hCWi1faSwMUrQO9DLysoqS4srDA4Okcvl8LwWpXyBhcV5erq6kvApWxDpEFtHRHEMGKRtoWKDbVnr0cy6IxA3JJ5NrmUnGRydzHHXdYnjOGHVSFAYHNmxrNedDbKzUUtpQK/ZyBuQNtKSJMnEHSywc6qMVITSyendEw7PXV7AmDZ+NaRY7KG6XAVHYqKA5mIVEXe6DRmB1J3a4JDOZvCFg+W4lKsx+ZzCsRVBEOIYhZ0uklaLOPKfFQ+jwFisGYha9uvTuRgB0rbWjEWS8aW0Eo8zlRT9WClsOxnjhGFE2mhsaSeFmM5mKARGRwwPDyGlpOjEpMw8jWoVJ92NstIYIYiNwRJphOWjsKi1MqQKGVS7gRICZbdpNR2IIaIF4TyFuIXJ5DEY/Mgjij2QLkQWJmhjGUksNb/3pZf50w/tpoBBE7B0/jIVHWDesJ/Zzf3MffZb5B65n2tG8J3Pfp5MNpfESFg2rpsGIdBGJKOxV4Dva91DcuhJ+F8Yg20l904ikk+6D0sKlE5GaImH/lpRMKyZXyfdcef6d+7WJP3zRpz2Pykmr/gZXmkRJC07iYT4IbfKq6J3V3bexZnIZjTr8scburGmzvOBPsPclctsymX5+PdfYuGmt/GJKYO//61U99/BU9fqDNWuUqpOkxOanhWPk+00+Z/+d8xvvxMGb+LAcJ6Hy6fh5e9wS3+GnWnDi36D9kO/ytHsGAuP/SUjQvFIPsQuXyRdSJFPF5jPbscTmt952xDXfMOc7yRxpaLEgT+7zIO9Pm/vqTP85xkiO8A1aTSKSGQpxKt894ErfPuRcZ55Vw++BGk0Wz7n8dsvpLGUz6eu9kDkYkyIll1gR9ipPFsO3EG8fI2RjKLPa9Hl+PQMDXB6oUyua5AnGhatwkZONQJqUYvK5ClqZ56lpzLNG2/eiFOp8Qs/8yEef/o5lsZu4ltNi8VSkT4EjZUr3KZavH9TF+/ev5m52RoDg30sdw/y+Mk55P77cJ0sGcdl2KoRvHQUq3qRo0dPcfvNN3Fs2eNixedpz1BFsPzyOUadFqtPfp2f3DnK3fv3v6aH/7Ws0Fe0alU830c3a4SNZZqVMl6tgolbRO0WYdCiXW+gAp84jmn7HlHLx681aJVXqdcalFs+1ZrHQhyx1A5QkUe76Sf+YTICKUgXXBqNOuWF6/SUiuTTLr7vk8nnKFdr5HI52ipKxhgYiC0c2yQgsSxhXBsjLLSRxJEG206YZJEGBUEcdXCTJGpXCps40mhkZ0QGUZToQnTHfXdtHLfGVkx8rpK4Xa0FlpNCI5OoW5GMPyJCHMchIk8ewS/cM8qf/eKt/OEvv4HqfAURGWhGVK4vIgKDiQBtgcqAEggdggrJS5e4vIiVySDiAN8LiVWI7do4jiSIJRnZRIsw2ZDXBHBmbfSRbByxenVh3H+vJXAwWmKUJnHgtTvTOYnWMcZKJZskAh0phIoRShAbjZFrcPNa95VioK+AETaxYyMzvUg7qZvJfmqQRmPrECNsQiOwpcG4OVSCWkMUE4U+0kSISCFMmqxtIbUhChSOcHEl9HalcfwWxA1iWYHAw20HRO2YIIyJjGHu6iw1wMq66Oky1qED/P0PnufJbz5BynaxnRRSOliWg5QSx7ZxXTvpUDokB+sVmTtrmpL1IK+OwaTWiSX+ui0LYAkLYZKCYSW+AlivKBiJej8pJlbnz0LKG6/LetOE1Sk66+Ne6Ohm1I+vc7nlwnMU+hyCpRX+OLWJ9zx4H589dx11/7u4cPYSe7ZNcP3ECzy0Zyujzgrt5Qbbx9MMRYv4SyE/mC/T/aF/z9XV2SRt8eoZdllVgqlZvnb0ChsHBjk2vpfpngIrp47yi7uqnJxb4vY772P3jg1MX5nG67+FM8pifmIHhhkGutIsrgYMDqSRYZ13fC5k6qM5fvfNm/mfvhOT8W2O/5pL1ycm+Oq9FR7os3nX13w++VAPK4V+vnO2jqnP8as7XA58toavBviVOzXv+EKVtu5CKIGxnI61hE0qnWXp2jQ97VVimUek80w1PU7PVtn2wPu5eu0MI+1lbMtnc+SzYXSYpXaL564rLG3xqZNLpLdt5csX5ujdeZClMy8yUpIUF5bYt7mfc9eWKEvDnzw2z647biXcuJml/BDzJ48xPtDN5NPPcPdIjqHNQ3S5Dk8u59l9YB8vXr7OZ+YlQaEXt1IhdeUKBV3j1ltHGXDSfN4SfLPpsLywzP/+mh7/H30FvocKIywdUCsv47o2URAi0ES+ot1o4XseBCGB18DEiqDt4bc8jDJEWuDHhkYYsRjHnJ2dg2yBSFtUWgFKOPh+QLHYhcHBCyIuXb3OLbfsBzuNmp2lWCxSq9XYsmVL4vlk7ISOLuCB3SO02zUQdYw2BGYtgVEQB50TfSfsSUUaY4n1EVfstTEYwjgmORxKFGvjLwvQnc157SHtFJpYYOIAx5XYtouUDrGOiWOFjcYWeZTvoTIpAq+F5ebJBwGrfsDgQJ5yxSOONNHKEpadQRsbE0qEZSc7gJTgavxWk4yfJFI2jcJSMXFoIQgRlBi3lzDCRtguokM6MGLt3HvDU+r1QvQ1EixuCDotC2VMZ8wo1wWUxhiEbZFLWesn8H9itAkYbRgdG6I6ExLbAjuM6al/gdnsx8BJoa1kBhQZcB0LEUZkXIuKSGGku26NomOFsQwmikBmSKsI40jABlWhFLWonH8ZI7M8cOcu9m/PkrYFrsnjUKPug2w2iW7bjVMqMeNkePbMCaqrLSzbJVMqJgQPy0YIge26HRxEYHfYe8KSnYyVpHCusbVu0IZlhxSSXMdXMsGkpFOQO/ILzProa+09RiTSyld2KgmTVt4Yh3HjvkiA/SQKey0/R6k1y/1XH4yJVxNNffgXf87MztfZ8Naf5sg3PsPAjoNE54+zIWPYuGUzRoArYDo3RlyvcnRmkeL4FkZGxzlz7AV29/VS1YpDBZtnn/kOj7ztLZxcqLK85R4WanVylQsMLS5QLPXxwTdu4LN/+nnu/6m38AdHVnBWltj39vcw/dIRxhdPkcmmsOwM+37nM3xsH0Qig4PhB8sR9/bRmZtqfK/NmUoX2wtlPvFCnf/j+Tb/+jbFhzfX+PVT2/n8yWVW3n6Fsf97Fu2UiHWIjmNSUZtAO6B81tLxDDEsXmO4eZ7G0gliO8fBgwfIriySxsdSkmszM+zcuJGzlSX69j/I849+mvSOW7h52yYuvvACN28ZZubadXoszXTd5z1vv5+nLi5x/OizjO29C5O2KUUh3fsO0JyeothaoSEder06N20Y48vPHWFFZclkXEZ37WVs4yhHz1zhbSMWF09eJJuTFPIZ5toRy55NI5Nn5Kb9FNqrfP/lkzzYn+Xbh4+8LrOOL/zRfzDCGLQKCFp1oiDEazSol6vJ+xMp/DhG6kR/FEUKHSscx8IPFV4saMQxTSOppVIUewfp7u3l0O37sYQBTEefAa6bAssiL2I8XCQxUloIaRHHMa7rEoZh5+TVGb4oh0i0kVqAlsTiBnV9veWXkjiOsW17/UQoZdLdSHuNvpuIL9dOgWsAf/KgrvlgQYfX2QFnLWwnhYpj1DquITFKcKwieOHEPGk7zwfv62G5HvIXj50k1hLh5FgqewRBjIhNZ3NKY4SFsDLg2pAWGBORb6wyVOrDN4JWLUZICykh60gOpr6BYzexdAZsvS6ehBvxt2ueVJ949Dv/w++Xv/2T3zJmrdMzBstxElGrTDZPpI1QYcJkMxG1RkDbHsBx5Q1AWwqkMAiZIgx9nj9XReuQUKXw2gFLpffjZwYICwPEdhotLBzbQmhN0A5Zmb1K69olVG0SK64inRxRbDC6hZMOmNi7m7JlWJ1cxZz6cwhWGeju4467DjGzuMT03DK63aard4CsC0J5+EohXYe0lSaSEkcLbFtibAsjOnoU1roREmBcJhCUMMmGr0XSE6y7PwuBidV6ZwGJg3Eca2Kt0Z3ueM3QWus4uT7mhkWO6AD/ghtRC2uEAfhnBWjtXki+gNE6Ia0k5GQskZAxpDScOXHs//deedXO5fkrs5S27Gdh5gr/63vfzl/8zRe4a/8E3/zeKWaCCGvvfQylbMJGhdLIEPLCFI1zJ8mlPB5OK+rlS+zPprHZQFTo47GyjUoPM5QqsbHyMpuUYHgiT3V2lr/43Dmi227nz56fYaCnjy67TuuJf+C2gsHvLXH21Hn8sVu4ozKHEptJYYgxHOp1iYTCMgo7bvPN63neNVKHCD76//D2nmGWXWed72+ttfc+qXLuUB2qc6uDWjlLliXLGWyDbcAYHi4G7sDM3GGey3OBYe4MJtxrbA8Ml2CMGQMGjMfGWbYsS5ZkyZbU6qDOubtyrjqnTtxhrXU/rH1OVfthJILs9aWq+4Ta5+y91xv+4T2U49/sqVKx8MGn2vnMlQlQMW96tEqc6UArHxklKDKEvo+IV0BksDp2J0EqhPRYKTaQ2qdT18hcPsJgdxujM2XqUjKpclw5f5GhG+9menmBTTt3c/XKBUajOba1RSxMjdLRnSOfyzE6eoFPXFpmQ/sAPTfcQefGQeLFJQYLiqWXX2Y4WKZSLNMWFDhWalD2i2TvfAs9cZmVsSlytSKXLjfYMHuCwuAIN+zbRNn4jE8uMze4Ha/gIYuW0rULDAQhP3bjXp7/zrP//Dv/X7jiRhWBplGrUKtUiCpVGtUaleUS0g+wQlINI5T03bzyMMFoiw4jwkQTakVVSBYzXci2Tkq2nXIJ7GhEnGiK1TrF0BBaSbkRUY8t9bqiZg0/f+967hgOUOmQoyiOaTq5amsxQqJ0FayfDhTTjr1lJNYkKJkB6UYzG+lAXWHcRuABkbZExnJpOiSXkQS+R3tG0NmmyeLaEKuusea6NoMzKdQt4Z1Ng2ukE7Sp8plnQTZWCGlg4g7+8usvo4SGqEYch+h6HXTgktIUrkEEWOkhjaMuB74kkxhsXENHEIbOYyrj5ejILSBEFWl9jGda2b8QwrHGJOm8FPEDoyI3AWPHvltVhoPDBiQgpEdiNBnl43lRapYoV3F1UgNF66pNKRXW5hFehAoiCuEpqsltiPwgylM0UWyXsbvNT0gHdAsEnpBEJHiez6YtXQ6/0DFCx4ioBDpgfnGJZ556kre97c10d+Yo1hv4SUKcWJQI8IAs7rrJSOUIKBIyKGwql0iMu/akEikJSyCFY9DF6QC11qbftF1pVha4gNOcb+P6gs2Z9xasWa2C0iCilFo1+0wH9Mm1lUqzohGrPnOtyjCt7mna76TJmFKyxTL8X61XDC5vGirQrq+ilkeZ1Q/xE+94Mx+/tkL+wREWiwvsu/oigxuGObRpC0eOP8XDg5LYWHrlCi/l2gh33M75xUm2bt2HLEf0jB1lfK5EfziJnp7hhht38/nxHti+lavHjmKuzbBFNnjrtq1MnakzETRI2rp4ar6PdY/cRXTpNG+7aYQIw4dejvit73hkVYkoEchYEaoOupISv+kndGcEnk24tpJnqg6JjTGmjjTwktiGtaOuKevl0CJyWaHMgYmdvbZIL14voJ7J8p7Nw5ybnubYnKCxYTvnqsfo2DFCexzRVmxn9OlHuWfvFlYqdd67f5ivnrrM8s7dXLtyhY3bbmc2bHD/ff2MLS6zLyhx76ZOhnokn3jmMI3NW5mZn6exbTsTlZi+Q7eTL87RQBNfeJGcbKO3Ms3I4AjfOPY8r3/4QT5z7CS9IwcRWKqygaos8dYOwYKtcLZU5bmzl3jnO95E+8F7/7n3/b942SSkvLKMrtWoVxrUajVqjYiGgfpKDZRPrA1hHDklsLYY4RFbR5uci0KeXfAw/goEGihBzwiiuLAKRgqBCApYsq5mF4Bp8A9HFrh1w/p03gQp+N7cxADrFN4Gp53QNsZoB6ZOVgOeOz+NF9d45+3DBNagZYSwEmUCnl3SXBxb4cb1HRg/pqPQRsa3hNWY82WPXd0NpBStuemrU/zc7ahTtpJUECfGbWrWzdmIwyxBsMRP3L+bId8w0zCMj87S29kGwmJqC/TokFpsqZssxmtzFG5ClG5ATrK1L4ssLlNJ5qiVVkjI0S1DujOCkcI5fK/hQGBcNiubIjibaiasSYssZ8nyA7lW1mTTzXkiDkJxLRlDghI+UhgsCqkENtJY66XTKiWSVSKF57mN3EiNbxTGC8g2XmZzdomLi29F9m8l8rL4SYxp1MioLBAjvYSMp0hUG0M9AVfHFxlen2dDXzfLPpSurGAvfsHpQ5RAqgyVeszf/N1n6e/r5t0/9mNcGx8jrFawxm36xrqhZU4XogisSdlxbqkUOxJCkCRuPo1jdTUDbHPsdHO08xqxK2C0ToOEm37p7HxIafPSMfDW0OKbP1eV9SkRoJlgCJfsNAmETZbY2qrGS1+/llzwalZBrxhcXmi0s/3QPZy9MMHIkSMkePjLNXb7Dfbs309YzVGcv8D/eL7CcHs7l9fdSFvvMI8/8ddsXb8FMX2aW0WD+lOXeEsf/MNinaC+yOOX59h6/5t57swZ4vlJ8m038HBPHuIKs3NLfPXIRZbKMZu27OJSscotgzmKl76FvXiRhjXc/+eT/Md7+ojafOJGN/gW6wtINMu2l0UNVIA4AVMBFUJSRdgqRsRpnzpw0xClAumnhqeCjQN9jI9NYK1ESAVSYLI9vLBchJ6NdGzIMD51jS4vonz0CLs3d3Ls6jR37tqMyXUxbto5d36MvjsfppbUyKorVE8+R5+I0X1t7Ava0P4QJ4qLPBsMEhy8m9FcG9m+bSTFcW5Z10O0fJba7Bz9PXn2rOvhubEytXqF5+oZdr/r/Xzyqa+xsX8zmanLbOzIIUWJXK6Lrx25Sleuk7nenWx5eD8vTk4Tv5qM9jVc5cUZdBTTqEUsLS4TI6mGCZUwJoxiNDFx4kSEUiiEZ0h0TKg9js3XWFI9yEzOZVpewbWXOocwzoUPIGXMxI6GqdMSPg4RqkCUWITRaJ2gtcH3PIRINctWIEhIrIeJNf/Hp86wa9MQh3b0sbs/YFNXwDefucrbDq4n8RJMIjFhgyUj2BIsc35hjo17M0jfMFuu8ZknL/If33IjXZ0V4kigPEUU1lCe51hXSuFJD6k8GnEMSPzAIxGKyDhPqCTw6e3y+KV7PQQJK3HEzPQMb76xh3PHDzPUYbA5hc1KFqqaK4seFa8LIQKM8ki8YbYWSmQqZXY1nkQPxkjrY8mgRBVsB55oOGzF+KBMi4JqSQdIGaeGU0KlGe4PBtDXtmmcaVvmiq7ycH5YOjFI1ykjMQlKCKxJsMZPqU8OV9BplWONQQmDlhKLRnmCrIJGeIb1wTCjS1lUkMMIhdYCkfNQYYIINZ7UDORjxmsVRrYHJO3tTMSG5bFJkmP/gChdcHRn5aeVk7POWV4u80d/+Efs2LWNBx54gKmpKZLItTyNIbVqAScIbWrnU1t765hxeE01vcCm373C6Xes0Q6DwbHBXNBJqfCy2XLFiSVNUzOFcz7AuKquSQQgHatgDUq69hyQClctnrdaibSCynWYyqodv0irJiFfORF5xeBSCgLCxWVGKuNsySaMjOziW3NPMCWHqM6XuHDyCLlDj1DvzjDZlkeMXiU8d5if2bubv/nS3/OeN72R5yuSje15vr5o6X7gHehqiU06QjZW2KKLPHDHNk699Cx9O+7g2pmnmRm+GwY2Yy4cYX5mkraZMXpHNlKQllMd/eSTFbbvHuSXvptBCo2REiTI0CBtjBWSnG4QWhBSownAJI63h3S9XGud+KpVFgJCIq1mfUeG7s09nBkrEaf1qY8hXlkhXAmJi4so4bP7wCaW5Ty5XC99N+7k2KkXyIz04hU6kPF54otnyeoVdgz1sW3DAFdHJxBqHSeKi7S3+8xXsnTIZWxYZmtcZW5hnNuGulhoVDi0YR9/c22OpCSZjGM6to1QnwrozWfIT17m4OAAU8szdNZKTNcVQ0PDvDC2hNpyMwuRwevuoac0S86PoFJ9ldv8tVtxvUGtHrpMM5OlslKh2ogItSVBkRiIjUVJRawcg2suyfLyQgOjuhFeHuNl3QwS6aO9AsJIEDql3LrWgsBiRQNH9QEjFDf0u2rF6sQdjJBo6zYdxxgTGClARxgDv/PuAxjfJ2pENOp1Xjw+w7rhdZTjBhiLTSRWx/TmJR/9q8u87107MLHGjyXtnuXagqKh5zGJT5vIujacENiURhslhkpcxw98Uo4NSSPGAAU01559ATU1T3TTPoIt2xBKUpwvUZu5SGblGgfWCyoRCNPAk5aOTMC2/ohTU1WuVDRaB3S1z5OpSQbUGPiGwCisci0uabMoWcHiY0WCsSrFrdQqUL5GxNncr5pVzfd7NTN7KVP9iDApc82sAtcmxQe0RgqbsvGaTYVVvIxU/GlT7y0lJEZIkIrAdKPmn6R75A5CLQlFgFKKvC1jqxMUzAK55CrTp76Of9dPUdl5N9nGLLXxyxS/9XtpReGo60qu4m2O7+MTSI+L5y4Sx5qf/cAHePGF50miKJ2T43pvxhg8XGtKp9Ujognap6wvc525fauSI61arF3VJjk8xQ3s8lKqsU0Bl2bl51pdKT1euKrVdRJlylK+HmNpTaFsEgGEaU2vFOnr3RPXiCv/NcHl9WqR6tU51rX18u2S4Ktfe5zcDfcQDG6mePzLVI2CmUlet0FgywHZzojJ6TGeOJ2w/cd/me+U6sxMH2F83WYOqRKVqWPomcvs7eqHpRqPVXyeCUc4x0aeDzoYvut9jL/8NO/YtZlsj+KZo5cY7h/i8lSZ86ZA58gB7vq7FUbbu7B+hBUKaTVGKDeAR2ax0hIlGYwElViwDfAkaB+JhzZgicDzUSbEeAa0B0JjRMzzF2bJ6RVinbjhQEEWKwUdfSNs9ue4FFYpasHplTyllQob1u9E1irs2byeSBcJFxfp6xA8fNsWzo4v8PzJ81wxAbt33c0LszO0N8Y4lBHk6pO0U2F2fom5JKKRaeNM0AfhCg1viM5D92HmLxLku9Hj53jXoRt45uVzbBjZSKMtR5EMlYEtlEtFVjL95Pft5IAtUi4tYmoTlMuLdHR08OxC/Z94u//rV5w4yu5yuUotSoitoK4N9cRSiyRQp5pI/MDn7GSZElmsLxB+J9YLQGVAZbFSYkQG1TaIjVOxIIB1rS4ii7KghUBZiUhK3L9jH/Vag6ZLuBAWbWpIowilJZtAaCOeOzHNPQc28SdfuYoQEQd3b2F4qJNdu3M89tgFHti2F5mHqO48uGaXQ97+4Bb+/LPHsVrQP9TD1OQEP3zbHoo1iyKmJiKUdPRRpdIZKtY6ZwIr0LUGfraAzghm/vhPiMsNop4Odt98Ixe++WUKb3oPpXCBeGaSggqJgyyhDQl0jEG5WegpGHJgfYV9QqNNHewiysZIYRDCo2WtToxzm5JIaZ0rrjCQHpeXVgxWuH6/Su1fNLpl9/H9XlY6PEA2BXkarI233PQ5AAAgAElEQVSRfnMcr0gNGxU2aUCmDZIKiDwgaRpbWZGAUBjhUSkvk+3oaeE3UlhQhsiTdF/4z6xoQ0fvu6gFW1ieP4K4/D/JJnNMTc0QSKg//hFqj394DYOOtDrQkILtUqpVV4M0sfeDLGPXxvmNX/sN7r33Xnbu3sH05AQ2BdlNWh1iQYn00K2rRoRVKS7iqgrX/U0rSqlc5W3c+ZVCtAKsERLhSbR2xxUnLnk2RmOlszxKvke30my10WqNrQpRRVNTYx3DzJPpNRxkiMMYVIrHSQfqN8XHr7ReMbgU44AiCadEN0N7b6XzdoW9+jTt82U8EXLzcDdt/RGVlZDbbriBP3nyZeK9b6cQZJhbLrNy9gg3F2J6qGHEHDd56/hSx2Zm9x7k1IkLDN5xI7o6y6b9O9HXxon7Rnn/cB/XHv8cAzcdIC8Un5uvcccP/Rjhi4e5VNbI7g38+k0NPvSiIrJgpAIrkDLGWB+lE3wr0J7AqgYqSZy3mOdjElCmRpvwKPk+OpZgFZ6tubLVy4OOqctOsFV3QUgF2QzFOGTq7DWKtWX2PfBWVx1NCrpKE1TqES+OjvHv3/UgT710noE9t/Kxf3iSjpEtZLfsJOPnOHH1Eve3a3r3jXD+wglu2rCOY+PT0NHB9OQi3bfcxUKtykhflmpjmey1l2F+hu7+Ado6CoyOz3JlpUGX7OTx49+l56Z7GRkYwJw6ztZ8zEC7ZltB8eiJMeJsjjZluGC3sOmhH5zOJUkSYm2pxwmVRoOGFkRGUI8TEqMpxSFX5zyqyoBqhyDrmErCc1lr2js2FhAGE9cg1pCE6Z1uIIlBemgJKjHorOHfvO1WwqhII6yBFnie50p/KTlyYZbLs0u8/bYb+LOvHGfHhm7GS1Xe8UA3UgckiaVUrXDi1Dx7d/RSNj6yCmEUE8UhnuchkTx8925KC/OcvDRNI7Z86Tvn2NJ/CBMEBMQo4dhXnhII6aim1bBCEGTQRuPZmOJnvsrIHfdyamKS5eIcV54/zczMAuuWFvCja2R9EEoCPkmiWxVFE7BtbvtS1PE9gY610zUIiZWrlNW1pq1raburJAPR2lBs05sPwIh0TMX3fzVpsFJKjHabq06SFmDdZO35vo9p9vuTZBV7SPt7ze9FYCivLJHr7L2OfiuEQHnumuhIDLWJT5AJy9RKmoIJ0LrAmx+6j28++SyFXBu1WsWNAeB6118rXCsPJDp2LLfA81vVhJISqeCZZ55hpVbmJ977bp56/Im0QsS1gZWjCUsHxjjGlwWURDYtbYQbJCZT80pjjGufpUuRfi9eKmxU7ruJPEkUOpeDhNVz38RUWHsNpMmFew4gTEpxdhicu3ZSrzedIFVTIOyStmYV82ppyCsGF2/nnSRtirvLFcy1LxCGhp07trCytMzRzABhWx+nyx0M797GEyeW0FsPcHcyTcFrp399OzXdzvnOg0wc/TbR1j2c6xvk9PgJ4qeeJvANj6iNHD75LDv6e5kOl6nprZzoGeJMbjuddgT70Gbe5EvqZw/z+niapzfcx3vXL9BmE27esp7vjoOIBFbWsORAugvgXbsCrkyM8VKyjqxIWF++zBvu2IDVg3z6pYh9uUUObO/ki4eLzCQJ/+mBHfzXJy5CnMPzFCapuqE6qc2CJkexNI3IFegb2sT88W/RnuvgwJYNdCrJc5Oz7L39Pv7wc0/z+ve9j8PHXqZ3cIj2XIHKzEV+6M6bWV6uc+zaAuOzBrH/bj7z9GN033ofg239DKljMHmZdXlLvlKh3c+QG+ykls3w+Onz7HzjD1OqRGy9YwcXpya4ZV0/jUtHyC90M335FG+8/338/me/TnHrZs5mstx+x5s4f+IlZk4cZ8vUGeCjr3IZvDarWK8TJ5blesRSJaQSxdRj0GFEUMhxsbqBJFgAVQAvCyqLkZm0YmnyMZ3DsFAZTNwAIpBeimQCvo81IYJ2rJrjl99xD1bCB//2Agc3ZnjkpiHqDSdeNCgyuTxxfZpieYnezg4Wl+sUY8ujXzrOyNatDKzbzMmTJ4gXxpH7buL06YucHh2lv61AZ0cfgSdZt66NyChMUKCzt4OZ5Sts27KNlfI8RnXiqwSlnFW6UzA3e9USEdZRMsvYR3+bbBZUVzc9mwfJWMHY5W+z9YFbicU42UyAZ32MiJHCAba1eh1YtfEw0iKNl4K8DlNCrGImSZJc51e2NqC0XMGtbW0eQrhhUsbYFOgXqVji+79kuuEmibn+T6Y4AbgA5I4/cO3EQt49paX5SNPvtJKplpYRwwIrNEpJVw2k7R6lFDqIyDTylKXEp0ZD1WnvztGT8/iN//J/8uS3nuPZ515CaE0YVa/T0jS/yyRJ1nwI4VpHTYNSLNlMnpcPH+P4S8f4wP/+8wwMDHL22GFEopFB4JhexvndaQ3apLiHjl1lktoLuTalTWfcpAwukWIvrXaVA/eVp8gIn4znExtLmOI+0q4GEb2GNdYcFNZKVlSzBZkKJaUzykwb0M4HztoUa0ldJ3Bjll9pvWJw2bpwGjOxRC4vWewbICMEfz0liboP4ttnGaSDWwoC/7mvcftwL88cPY6/eQ+nzj7Dvje9hWdzN2BWLOtueR1tz/499Uvd/PKhm7FikWeeOcqjF7ZzZrrB1Z0HyW7r5ttf+DR779hE3+6dRM8/wZ49G+lcWUIR8/RSlUd+cg89bV/irdt+mo+NpfWlsKBy7JVTWM/nXKmN6ux52vwu3rbX58mzMTes7+QzRyfZUzlPW2aEbd0FPnYqwpcZrNFMF0+wsbrAwZu28/XjFe7es57vnrqCFj7Cz+EHAp1odhYymGSGoU3D6LjGil/g7PQM7bc/gm8aPHDbPpYuXGKHrVPJrrA9t4HS0AB/8+IJ+nfdxYqqsiCzdC7O0N25nnglpjs6ywAx45MTTCHJd2aoRhqzdZieoTwdUTsXjh3nzTeNUJieYu7kUbbv3EW9O8dLpp1FEfDRb5+i79a38viZZ9m3+yC5a0c40JXn1gPrOXXx7CteAK/lCmNDqVxnuRpTiw2x8WiTCbdv6qYSwpEGaN0Pwjr7SJUl295FrVHHKeokxkqQBuuI/4ByKnTrTOqNsZAI3vf2YbKmm6ePX2R2aoKfuHUf+Q7F4koF3884P+CwhjCKksmz3IgpJJqShVqxyG233MCLz30XXZxnfc6y/dA2kqDMyLo6e7oCpInATOFLiVkpY8mhPJ+D23r4qbvuYrIasDAxyrKukfcVmWzeZZuej7auzeR5Ab7nEY0exdqQhQqwWKEnH5IZyrH9rXehPY92JEYJFAmeyCBFjF7jZeZuZfASzynsUQgMsslASjGHpjYnSZLrNsXmzya468Ju2pthVZ3teR7Ke8Ut4TVbLsAZPM9D67gVDNf6srUosUphkoRcNkPF6tXPDe74jcAqaC8UaA7qtbhN2qbVkVKKQGu01ARWUPISqEuC0MfzFPOnX+CG9R38ypc/yzve+aP41ieO3SYtUu5zS1qYqud9PzXcRGCVaydJIcjkCyRJwif+9BMYY/jUJ/+YU8df4uqVSayUeJ6bKRWJGJV+F018CUSL4WWwaQ3VVNU73MlTQUq8cJ/P6BT/sJqMJ1AqC0CiDXGsifWqRkY1rVxwHnhKea1A5R5Pk40WgUa02I/WiBad2WEy/4rgcmKlzs33v4m/fOwFeneOUBufZ72skF84yoaBLmzxKhsGfF6qzzJ+aong/p/mTK3CtbFFarMFRM5yYPlFJquD3P+6N7A4NsVnz57lwMNv5NLOAus27maTrxiIatTGytyfM5RnT/DmwW5e9GN2rtvIczXFvIaxjd3sN4+zPH2BP5DvZ3a2iFXdSCOwJISqh9nFKl4AT5SGETZHVEywxvB4lAMhOJbdRV7E/M+pHLlskXq1gfUlHz/Rg2nroXK5xv0HBymXEgy+U9IID+F10MhkENUFzk+Xsft6WBE9WHqAEu0Tl7g8dZX3v/NBvnvhCt+8Ok5nfz+Xcj1UKxXad+0m2xUwdSXmUN5w4cgFHrzvEJiQehixVAgoSYU3tIEwEQys62C+NEd92bI/o0hyCW3z8xSx1AqdfGt0hvZbHsLHUkj20D+wAb18lUNSIqevcPXKeR55+EE+9tRp9m49+E+721+DVa5FVGKNRjpsyybctW2Y8vws5WqNWwd389JEEWEgwt08jcgig7y7iWQWT3hoocFqlxESp+11SSDrvPmeA+SUxsZFGlawb32BfH6Ex14+xyO3bEcoRWwSdGJSVlVEQdeohHlyXR5LCytUlzN48QpvvW0LhYxGr8wi9BIylCzPWZRNEMJL2WYCpbrSTQ8qy0uUlxYxQF5ICp7Plk3DLNcSFlaqlJYShjZupVQpk9TLaAlXjjzHyPYNrF8/RLbLw8gEKcv4fgYf58rsSYmSOUhbE1pblCdJkvTmxmXk1jpmmrWy1fG2RjiGkV2dLLmqX4DmE5sbjBAypTOt2RzE9W2g7/eSYlWH0bQUkdIjiiKy2WzqmOy7z+Z5SEKHAyQB1rqMmjSIIxOEydDdncfiLFSMcNoVKSUidVy0xsfIGKts2vG2hLaK1t1oEeALy1f/5k/5/Q/9Jv/uVz9Irh4S6hCiEJPSspp4iaMRJ0jhpRoUV2U12W/Cpt51vuKnP/CL/MFHf5c9B/bz5S98FS9oJ9J1pFDESew2fM9D69X2FIC1q9VXE/B3FYxunde159pID2EhkKnJZDqbRypJok36nqsUYqnWJB7NygyDl3rmOZdqk87ZSZ9jmnOxxKsgLq8SXM7M1tgarCNbnmP7mXl0Js+Pv+2NnDxzlJeKiqWpUV5Y7KS8/iCF4RvIXTpKNdPOL926E5WtEtuIR0/NM0KDL5dWGBe92Haf+dkGuZPPImbPc1OHZGxhlpv27uOr63dxY1jh06KfzA0bOfX8S2zefSN7+nq5+cpRqnaWmWQXUw2PquhyH1xK0AmXwgx+LiBODMJLOeNW8jAX+UayBVSFfGiRQY6f6a3y+HTIWCZLo2GwMkQIWG4kPHl8EUwJpI/SFi1iMAbhFYi33ciOfe2ExRK3iTkOXz7MxkBh6mXWFTL896cOU2rvZd2D95OJCyQmRE9NMiIaLE0qdmdCRi/OUQ1jnjo9Tiwlg3v2M1GpMnjzbio6oXbhCPlAstsDT1UY6NrAt5YWsCsNruR7Gb7nYRafP0pHaZLhTqioMjvyJXr623mx7HG0GtDQPl+ZDtnz0DsZu3LuX3Lv/4tWPTFgfZLUFuXeHVupl4us1GNqccxufY3zoo0FlcHTMb5u0N4pyAOxDqnEUCePMomToTkKv7u5lI+ODU8/e4Q7D+0hK2LmVxqcOXGZQ3fuwatXOXllnq1DBTAxCkkjquIRYlYWWBpfYUdfnn2FCBldRHsSGUpkIh1xQ7tKwWV1spXtgsvwfOm3smoAaZ22AquZmZjEktCGoRAkMDtDr/KcWh/BTffsxvoZAuns/j3pHH+VkHiB85eSwkMp6TJuKZHKJ1MqEtUT1/lKKbZNhlFTVd+05Fg1OVwVyCVJ4ogGQhLpxLGWpBMTNj/fWu+opjfaD2QJgdFx6qogwLiM2DGWHClCKEsch3iewpO+I2vEjphAel14KQgthGB4wzomK03fZKdvaulBUqqzWBNErbWEYZiyGA3KKPJScPHwM/zCe9+OHdzIJ//gz7njvjt57Iufc9oshCMZWEMcx/heUy/iPpbneShrObhrB0dOnsIL8njG8O/+w68hBPzdp/+KJx77InPTxlnNpLqjOI5duyw9f57nESfGtcmk12KBOT2LaJ1zF2wENkla59VVJI5RlvN9hxdpQy2OwcpWZbt2jo5rm7rqy0rhyHu2WTNDi0gtVvMV+SrOla8YXH7u/gO0Lb7AwTfdzOePjzI5u8hHTy/Rtf4OJq99i7b73s7I2PNsjMs0pg6zcc8Wnv/K3/H5nj3s3b+LF2q99N31Lu6Ss5TjfmpT4/zCno08+sxXuH/rIJMry5wo97Lu7nfwubpkeHcHL50/Se3bjxNs2cabN+cpzp2md7bMufEF4rt/hL6Bn+XbV9Jeq04b8UkGBMQWlJUYCUiBn4TEmW62RYtEniZpy+Npw46tXTxfsRhTRpkYIQWJkCA7QRaxtSzCd5OpMQnWM8ggz9LUy+jJa4SRpusNd/GWg218/kqJzrhEZdchtvQPU5g8Q7GoqLz0JQbXb6S/N8fU8jK21qB28E58WWDv/vsJZ15GLlSYPn+Ufqvot5PcvmmEY15EX3uGs5WY2myDbH8nu267h0snjtMtNOsXR9k+ZNjco3n0+DV27Rji0fEEv3KGYscw6zb1Mz11jZ0ZjZk+yf5s8kqn+DVdBkVoErSNuWnzJpJahSjShFGF4Z4u1vcPcWAkYJYuPvP8ZWpxBTN1FZ3LYpOQgjZ0exms524uz1Mo5VGuVujNZDBxRFe2nbmjT7NUrlMINNu6PepHx9mSRBSKU2RtJ73dBae691yPedM+izEhykRoJCbbhmdrEHtYbfA9gV3TDpJizWZvLZ4K0CZGKtXakLHOWclYA9Lg4WGTBM9miGnSOgMnUCNB6dTPCZuC8I5ZJiV4niIIglbVoZRCipBckKHuN0iSFOReW1lYUtGddJvCmiqkWRGAE3QiJL7vA04DYaVoWag0n++AXgWvmo++VksihEYnCSqbWdV4KJVm8KLl++Ym7vpAA5PEGCVSCjOwBnzv7e5iutJwEAzuG2m+TwvYboLRIsU6EuPYV1agfJ8YjZA+GVlDlOf4i898nF//ld+kY2Aj+/ft4rknvklL5CggjhOSOEEoyGQyAFgpOXHuomPChREx4ClHgX7ve97Pjh3b+OM//jCf/PhfslhaodFo0Bzx0GxtOhBfuOrN2hZe4nmeq5jSKlTjkgspJabJLGuSNqR21i3GRYRCJsDi3BustWhr0bqJYTUpy6SfQaSYStM3zwUTo9e4T7zKpfKKweXpY2c5cNcdfO7JIzzyrp9m7MlvUBk7Tb9c5G3bN/Dy6W8z2FFgqXiBnXse4JmT57iQ30bHyE7O+JuIShfYr9o4MXuRlauP8e6H7uML33iau++8mZMXr2Lve4hCpcRl0UF49HE2jKynLZxl296tTE2N8vSs4qF9u3hyuQNx5/1s7n83lxYEdQm+MSRGpbMJLHgCmVTICY+Kyjk3Wasp1mts7RSsy5ToDDS9gWapnHD/YI1tbQnfXUyYiSTCZpBhhJI54qzG6phAWSLrO3ZHRhBPVLlh8yD92U6eOztGpqODwqbtLM9PMFjo4uKp59m0Mk9HoUhnTycFGTJaBJMYst3r8GUb5UqDnmSBbBlkbYVbNm9gfHKKvr4BHj99keWlGufzmqHeAdryXVCJOHP1FFup0ZUv0J4JWD94gKm4gu7q5aUFj74dGwlmBCMbumnMz9G5pZPTx17k3nvuYCX5wegWwFmmxNaiqyuosIGREh3FbNwwRH9nJ7m8RzVssEEs8m8P+kiVpdbQfOfkRRbLK+zdt4eKaTC5VKa0uExiNGEU42tD6PvkPQ9TCch5HsMZxeFzl+nK5ink8uSzWdo9gdfd7sBRpbAmQikfrEIJSIRAEeJZibFZEhG6El8Z3ECmVWaVkKRMNkfXbTLAWhtVuntZA9o440EtFdqCMAlRnOD5jsml8FPfp5QaKlwlIpRqbShrKwkpJb6vEMr9mSTFJGwLgDctDMViWm2atVXH6rE6MHdtL1+mx9/cvB1F1a6NT9/3ZdNjcm0fndqwkI4l0MgWFuAqHCFcIGhO+mwGRmOboL4mCHyghvMC9hAiapEDgHTWSfNfaQA2rj0rjSCKYgIfrEkwNkPgeSSVEn/6F/+N9//kLzIxt8KtD7yew08/iRsq7fArISQiDQhKKZcIKIVNNNq6GUPGGkyiyXg+ly9f4w2P/CiPffNLfPLPP87sVBEVQBAowjBGKQ9jmhjLakXarLp83wUcrTVSOJamI0hI1wJLEiLpSBOqWelKmeI0lkA5mrK01t0XdtXAslnFSCmxyarfHqQamjXV0asNlnvF4HJ4tky1nGdQJVz59H9hf2GAoU0bEZOn+O4S9By6k5fmqrTfeAunKvO0H3oI8cRnuW3uDOXaHHdFDSaunOD8SsKNb/1J5ru6GN/dx9cvj9O7/XWUwwbrpyaYmnqBD+zp5cjoNWphzNeuTuNvu4n8xq08Hy2Q7e1g+vJVxL6EY0keiImF5Gd3NTg7Y9kxBAfXBWxvz3FXp8VPQhr1MnGtTr2SkCQRNhJYLdxHtirtWwaIJAGtSUxCNoIp1cN/+q7h2UsJiYoQtkC9sEJbZZaeriHOLk1zqcey9e4HGT11iq56iQ2ZmMvf/gZ3DvfQsWOY8/OL2D0HmJtaIbO3D7M4QVScYydFTMHj5qzmTL7OTMly2eQpZbJkenawdeAG2idG6R3qYenSGbb6CcLr4nK0iPEMz14t0ju8kWTqEqpzmJVMO702ZndllMFNeUrLM5yZvcq2jSOcnbUctR1kxQ8qE4V6FLMSR+zs7U+Dvaa9M8OW4fX4vo+vfPxsyPzSHKXFIrlMlkoYsXXbCHsKWcrVCqYe0ZnL0Ah8kggKeZ8AyChFX0eezvZ2jDZUdMIte3ZSq1bxyOD7HkJ5ZHKBY08ptepblW66njUI4eijSoA1yo1tTWfKN2/e5u8qnbwX62SNtYttPa8VjLROGzESoYQT3AUqDUrO5bbZYjOAUs0AEuB5HoHvWIoIyOdzAASeTy6bRYrSdX+LdBNePQ7H+tJGrwrsrqtIDELJVgvFWOM2nPT9tLbpzJT0NfIHk4y0evipmNMpXtaoyZWz3pfSkRqEp/CExCQJBJnW+xhrUbg2le8HSCXRtpkkOJV7Kxi1vhfHFXGtRve8xBpkAlq5cy6NoKO7l8TAxOgov/Obv8LrH3ord73+TfzSr/8q/9/v/j+gQ/D8VVir2WqShsD3W6wtrROSWKM8SRjFBJksyvN4w+vfyr333sFv/fav89//25+wXKyQyxfQJsYY58Gn1iQ9TabfWjr22qqmSRf2M4Eb9ZPqWly9bFuVOAI86cgIcZygcNf4WlFkqzpJsStjLEoJZ70jHB64liL9j61XDC7vv2snXu04B95wM595PsPYxDwzGzto2/I6GvExTpYTtgQRzz35eT74/jdQufQy17oCvn76Khva53lh4w42j9zF/JEjlDs2c+GxT3Fg3QZytSnmj1ymvrjCxjtuYUOmDblhL7WCpTR9kf5DN3Luic9xv63Q3hYwuniG26pzfGZlPTZvQEr6goRxP+YrP5THRgn1qIGqV9FFQxQbKqaKDTUNLTDWaWISrbFWY7Xj00sjsUphhMDXblhSW1Lh927LIg/VWaGNjzxV5lujg1S7liCcY2HhGju6+hg//BJdi+NEOmbnTfvZfWuWv3rhKgdiQb1zC/mOPnqLSxzsFyyoTp69eo51Psz2dPHktSJZcsQbd+EV2shk2wgU5JcuMFyIoVphuVxmeSDPQiho37CHs40avR2DJHGIXKnQmD/MT9x5GwvVFSYWF+nOdPLd6SL57ffyTBzRf+tmbunNU5y98s+87f/lqx5rTBzTlclgkioZz2fz1m1kcgU85RN7kkAYglqN+do0qmHYvfcGVioNwkYNkCgMeU+6QVxYGmFIb3cnfe15ettybgPK+WRlO0l1kR9619uYnJilUotciyGOSYzbzP201WVTYVhTz7E2ODjqsGwZA659fK0fk688R05Mywm5xi5eyuZcErcBuMyyKZ4TLYbOaoBZzQBV2mrLZLIoJenu7HRjCQKfvp5ulpZLxHHS8t9qUlWbwcCmFVGrylrDuHLHg6sMWsEjpeVq56TreW6OStNE8tUYQK/ZkqlJokn9qpRyYLFwlinGGEezTTUWLgF3pY1Jp3Y2W1trK05pDYnxQcRI4YD26xKB5nlvZt1CulnxnnJ1oAEhDInWFNrbyeSyREkMnuLpZ77Ox/7w/+XDv/9xDj3wJrZuGORLf/cpTKJRmQye8sAmjp7MqlgSnV4TWJTnu8oijjHWcOLUBe65+238bz/7Y/zCL36AD3/499GxwKKITYxI8aXmtbJWw9Q8f5Fede+21pLoVWduk1akDqMz11VBUkImcHZFnueRaEOyxv6nqSBy772apDXTVe9VmIWvSGrv7hpidmKR333sOOOb7uFMPSJeKWMvv0x+dpRbF8/yur6EN3TCue+eQm3o5/BUja7X/TATnTvZ1DdIQUh+6tAmVr76IfYZQ372EiN7NhMvLbDY08XjcyF/+83jfL2SI1iqsLkcUT38NT744w+xsRCzqyfLeqG5HPZgfQXK4ukGv/pQwN/f3EalbujIBRgdYk1EoxIzX5pmeXqRhek5ZmZmmZiYY2JslLGxMcbGJpiYmmV8apmpxRJzS1WKpZhSI6FoEurWElp3ARPF/PI9bYwM1PE79jJRr9HfNciFF77N9PkzXF4s4QU+L00tsux1sP/2O9E79lOvLpPMjeLNjzN/8QJ9WcPPvPFBvjM+zbmKodrRCRu3s3HLRqK5cQZqs9RHz9EtPU5cnOPo2CJd6zbT8DehOtuZr6zQTx1WxiiMHmZ9AO97w3187eVzlEJLrW0Lnz57jpWuDWTWbyVorHBQlbAz11iZnvkn3euvyZKCzf2D4EN3exuD6/vxM234+XbI5vH9DJPzi0Qd3RR6+9m0cy/V2AAeacWO0YZGEoMRZPwM1lfEWEJtqIUxDW2pRhHlMOTm224CnGW/cxFRaJNSUa1tlfGtALKmKlkbQNSaltT3/mxuXtJTBH4W6XlI328FBd9f1bc0W1yt16rV17eIAGveUzcBWTRCusxSAJnAJ+t7tBUKeMrhMU38AJrBD4R0ynaj17Tr1jzufl99HZBWK4nDYtZG3Obj4tWG1742qwkGN4/1upaeXG39NUWIxri2jEuuV4Hm1oC2JgOquYGKprUMLdxnLAMAACAASURBVPLD99KyXWR2DKgkiVsJgUnp39lcjihxLUmTxGg0y4uTfPDXf4l///M/zVKpwX/4zd9F+e794zDk7ttudbNhjAGVOofg9HcW3BRUa1rXZnFpkVxblj//s7/mjY+8h//yn/8rggghnS7le+1Zmj+lSq1xjMXzPPxmtZ1ee26sg0nt913V4fsZRxJM6edKqLRq9wl8Nyo64/mt78i27hEPh5HJlBShvocO/o+vVww9H//2cW5/5M20X5niXeIsZ3ZuYni4QKZc5OvXYnYPbeUjh89x00M/yee/+EW29Xvkdt/I8PIVHhisMDtVIpuVXOwc4H0//B4ePT2NKii+Uysws/9B8rWY9tHDDG7pZepbX0YVIIjmecv2vfzWH32Kd//Mz/Gp42fo2vc2Lj3zKIiYnrDBd97TRjaBlUqEDhtcXqpRKS1RXJphaXGe6clJvMAnm82SyWTdTZ8Cau7C9tBCYoSbGKgTSUN55DNtNGoVAhFRMxIpI6Tw+Z07ezhZL/DRC4Ns8uYoDHTQ2z2IV69wablM2/rtXCouUQyrbPYst+8YoFNa5r1NzAmfr8UD2Etnyey6lfZKkez8Fa6cmOMNdx5gaKCd0ZkZRDbLydww2UNDnLh4jrCjk57iIm3LEQNJiU0dvZxdmGdhYBuL4xMsjpdhcIRrhQ5mi3VGdt9MX5tP99JFtnhl0B7PTC8TTSy96kXwWq2wERFnQzr7eunt78APCpDNU60nLC8tEAufhsmxPL/ICycvccctPfTms4TVImGtxnKpzEojItSGSAl8JekI2qlaSMI6Zd0gn8ljLGwc6aNvsJs4jhECgmaVosGkmg8L6cafWu9rVhlhaTvB/fRoTehLH5fCwxGrBFmZw/d9hHRTJN01lKqXsdfd+M1N0fsebLyZNTeptkLJlDXWBNNdYDHaWeJrA9lMxk0LZDVDb9p0tF6nrt+o1x7LdUubVIh5PWUZjKsUcKOWfzASymbFlW5iWrj2i4I00mB0QiaTccFDCKyOkDKgEFSoaoPIWDAKIa9XozdqESLv4zyTVyc0ypSh16Jjrz0YkTaP0napg8MtmVwOT0qiKMLPZFwrU0nGr14i6yd85XOf5JG3/yj773yAY9/+JkZavvrkkyghyecLZLJZorCB0SmeJQVJ6kFH0w1aCOqVKlIpCoUcd971AL/2a/8X9953Ox/5yEdTqrNHYhMaYc3pv2zSolnb9Fw3r+emKLW7u5tyuYqUaUWdWITn8J8kdTpYywWz1rl6a60pqCxx7KyWdKocQjgShQt2JtX7vHLl8oqP7u80DC4sopavsv6uB5gc+yrfXdaUx0KqN7+OL+gslbKkJhPe1VfmmZOn2CPGsP3bueWW2/itv32Ujbt2kN1+D3/60mkW2zq5qWcAe+UIHUmWQx0lLmUkA5luatECQ9k+Jgfv5Ilro2Re/x6eNx1MnzzK/hvvIFy6zPFihc+9O4eoxpiMT6PSoL6yQL28xOT4ZcbHLpH1Mwz29xNkC2t4/SrtTa9G2xajQsm0N6vQicbPdyEzAVFxHhKDZ0FYwaZolIyssbBQYuO6zayUl4j27qO3FLN49jTtbT5ecYENe/YwOjVBGFoSGzPduZPBwV4uHp6hs3CJlZkr5LN5fufnfoQvffkbfGeixPqdtyDylun5hO68ZqS/neziGIO5Am2e4OvnZ5jWeWod66BnkE6/wEqsyUR16tcW2dbXztThF7nhthtYrgvOnj5Hz61vYPjW3VwcmnvFC+C1XEI425S55Spt3b2ElRrV8WWqUQPpB+Q7egnjiEa1weDQEIvFEkmtiq8jqvWQRuxGElthiBMXKNq7cniB5PWvu5vB/nYajTqZjLPKbzQqrRvFMYxoWk61WkJRFBEEngM7/SYwuar5gNWAI5VqiRHX/r8QAs/3QSjc/vc9mIuNWpt1sw8tRAr4/iN96bUVVEs9bjReSknN+Kk1iNYICb7vEcdxKyiszcDXfo7WamLzabBBr9Jx3Wtdxm6MazshRCswiR+UcWWz0pDpPENxvcZjLUHBBSCDSgkS0oqUXUUrSjVblOVykY58PhUepm22ZhWnZOt3J4SkpWBnzXXjtCqgfB+tk9Uq0BqiMAarCQLFo1/9HH/xZx/hl//tr8C9dxNWK5w5chw/yLtzb8AKD+kZojgCswY7S2nFFvB91ypbXlqkp7ePD37wt9m8eSOf+B9/yoc/9HvOHkcGrp0qV0kdzt+rWaW678QlFgnlciX9v2a7zLVU11aJa9uECIFOWWjWWrKZwAXFxI2oQDlnZ6lSjZXVSPPKeO4rBpf3PXQ3Tzz2Ddo7e/j6jGH24NtZnLiK3dlBYeoa08UlPvQjhzjx/Dd4eXSKN27NM9boodw5wEfPrjD08NuoNixXvvwxbtl/B3vq43ij4wx7MTvWBZwp5om7N/P44iK5nQ8yK2P8qErnDbchjj2Hme3jA687RGP8O+R27+Sd++qEi1Xs4BArK4uU5+eYHj3Dwsw4npRs37Ir/bI8TKstsMpDF2sm7llIy7x07obn/J9sEpL4fbSv206tOEu0Mo/IwEKSZ+HlZxna1s98qJGNBuWr56FU5/ad2yk05hkTfTxx8hz5wY0sJzF7t+9EzU2gLk7wf7/3Eb75/FHy6/q4WlziT755ioFCD9vvOwQiQxBGRLVZChcusm3jerLdfWSCOk+MNtj4urcTC+grFOiTEZcvHOFARxuz8/PccsedfPGF42zq7efwssLbcwgVFxgL8gTnTnFz7gfT5gDI+gExUDUeFyaWMFbTqNdo7+jAE1AuF4mjCE8KOto7mZydYUlKbBilfWKJ8BQ2yDjapI1581seYKCvkP4FSZBz2WwcxQh8orCRzrTXjippDE078Rajyjb7zu5mUNdt0CqlBDsxnJ/qTpobd5PJhZVIpVo+S9a6doQ1FuPJVKewKlRrBSbprBmTNcrztTM2msdpraVer6dU0owDZZVPIZd3Y479pFUVrdXbNNf1IL5tVQBOUb3qT2VxbbfmBqNT9bbn+dcFx+/3MjZ1EZCObh4nIVbrFCe5vscvRJOOLPGUREchQmRWdTGsEgTKpUXa+4ccppL6W7aquBS3cuehWZ+45zSTkf+ft/cOs+uq770/a9dTp/fRjEajXqwuyyqW5IqNO2BKaAkkEEJCYggJ6TfkJu+b3JCQACmEkIAhGBsM2LjLVTaybEtW16jPjKb3dtpu6/1j7X3OGScRuS/G63n8zDwenXP23mfv9Svf8iteF6nwp2jYlu86uEGApWkEnnI81kXA6SOH+NAH34nrCL797ftY+sFV/PBb9+F4+eKxa5pZDOrFYxEKzxBSYUugEt6JiXE0TadQ8Lnumtv5h3/8W1pbm/jSl76ClGAYMex4HLegXBwkMnQKEERvbRiKfKKO3UBoAl/66u9Bqd1WzrqLEowI1zFNU1XZho0fBPh+gC/DlqEME/afMlnuslXwt84Ok9z5Tn4yFePwU4/gd5+kbfIc3pP3cUXK451tFfzw0YNMuHMMdKzhUN0GplNNWBMj5F9/ifdYOer79rOqsok11hQVsyNUWgaPnZ3g2xfyHPIaCFZeSU5LUD/bS+uJZ0m+/iSrel5mq+Zy4dCLPDtl8vzxSzwXNHH49Ou0tVQwOTXJ2Pgog71nGB/pJxGzaWhoxpMCT0o8qcRHquwLgc9QVKVaG2qGdyA1vEDgBQLX18j5BnlXEkwPKCqgXYEfCCYdl4uXeknFBDWrr0SPpXE9n4rpca5e1MjcUA9H3RSv9wxQv/N2UkuW4/acR5+eYXnKYvuCBr75oycgVce5qg7yK/cwlUhzadqnqaGZoKeL5UE/19YkmZjL8eLJc+wX9RwYCdDXX4eWm2SLkSd+9igrZZYtLQs4NT6Dj87ec8M0X3Mbg6l68vULkQMXuHGhyXavnwXZcVY2NPy05/xNW7qu2km+0FFzIAXCsPDcgFzOYTaTZTqbZ9YJCDyXqqoKhqcmmMznmfICpmXAHBoeNnX1aT76y3fTUJfCDSSup2a/KLVyoGZdaKFvVLhRGLqObZlYloUegtNvzICNECspCQjDjTkkE0UYimVa2LZqq8bsBLF4nEQiTsyy1H+2ja6r9lf0muJrQ81K9L5SCMXyEqr1IEIWG5SBplLdo+rh1fA8X7UmhPL8EqGwc96G8N+s8mom+veGaRR7/77vFzN2KUsAcTSh8a1YQn14iJmUhmIV230ICKTS5YTUXoSyJ5G+AsOFUFVGxIIDMEToGiwBoSGk0iwphXvpupc3xyK+R/nJqxZn6XiKrCxfgYMSpSdxvQJxMyBp+/zpX/0RlYbBzhvfxrs/9CuhxgRFSQ7KAsu8CxEluqVqGCTDw0PopsY99/wud97xHn79U/fwvve+B9/zyMzNKlKDUMxDLxwpMQ/v07TifRgEEftB0ZgFoiSkFGGAjbCd8FpHQVXXFDHGNAxihoVl6MV28U8JH5f/a8KRdA/1sSlVYHdLnHcsriQYH6fG8nmlq4fn+2eYrF5IV/sexnvHyUiPJQzTkB/njl0bOXj0dbYkDUTM5ekTo3S1rGV/NsmihWm85qX0HjtAVd85Fo+cxOk5yFVrF2KZlTw8MM5IqpGaHbcTT1UxU99MSvM58dxLTGYNsDR0LYGQPjHDpKa6HtMwsQwdwzCxLAPDsEIzQVNR+jQDIUP1r9TDLCayKI9M/EJjOM0gpoNt6GoYkW7z6GOPMuu7TF04h57pZ2raobamiqE5idGyEqthIQs7FpFFMDPYw/WbV7KmVhIEHmMZD6Olg/5ZHypbmJyZpUZAtvccU/tfZPeSZqyKWp4/f4Ga9dvRVm4hVlXPpSmP+FAPqyzIjl9kfYvNwPgouUQcVq1jsHIByUVr8KZnWGjCNbU6V+SHmRie4eTxS7Q3LuB7r5y97A3wZi5l1x3guAV8LyDnOEgpcQMf1/PI5bK4roNTyOP6El0IkskUBV/5ZGmagRW30EyH22+7DiioOfCENMigpOkwDBNdN9ANHcPUiXyfIvDW9fxi+0vhKfPHuEYBRokQ1ZRBwyxn5pgYlo1uWti2jW1ZGLoKHLZlE7NsLCuGYdhESuc3EgYAZQESaiKQspglR20YEam9PRcZWm1kc1lm5zIEoQWOQMMw5xMNjDe0w6LP07USpbe4eYQZvNBLASqqaqJqPqq8Ipzi572i4CJ9HwLlZCDKSBhqc/fDykNl9oH0MXTVkgnUjI0SeBOu2rSN0MzwE4KwHR4SHnRNmU1qkfuCqpzU8YT2KkK1kgzTVMHY8zFNE13T8BwHXQudij0fz/XQBGEl6XPx+DH+8E/+gPpEnLyf5ZZ3/yJIB09TQ+yi615+f4CqyKKKqrztKX0f13Foamrmrtvv4qGHHuPDH34PurBwPTVewvejSoR54kpkSUgbna9ylFBOBZZlFXHJqGLTwyq9nO6sblUlmNR1E9uysXQDXZTYj//dumxw2dVkEj/8NJU19fTGavjydx/n4prryNz1R9hbb2Lnuz5KrPcI6ZOP8BvbF9F8/BE6W+oZ6O3l4RcOMpKq5kGnhbHOG5DLN+KZkqlMlqbxGa6+9BRL3SHqMyOMxOq5bfc1dLnVxK99N75Vz+SGXSQvvsqyXD/vW5Bi4PF76Sic5NN/8Ifk8x6BN0culyGQkkzBJevq5D1wPUEur75wx/VwHI+865EveHhBgOsHeEGAL9VAJ9cP8HyJ4ygueq7gkQ9MCo7D3Nwsc9kCn/zoLzF+7jjJwKVN5KnSJFp9LSeGXYbq2xmRPpWWwZ3rFrAmc5ZrqwVjsxn2nhtjJutz2KxmvHYJbmWMQtZj6fhZmueG6VzczPjMKI+Nezx9YZChpTsx6haRzkzRdPxpPrymmobRU5wdGqKxeTFn66/ibKyBg1STqF7E5o5qOjMD3FTnsmlJO0898iNSdWlOTXtMrr6KZ3onya3eevmn/E1cmibwAo9cPkvWyeAGHmiqjeP5ykAvn8+Ty+fI5XPkXY/K6mocz6UgPXQ7SWtrHR/9lbuxbQNDV5oP07SLzCwIMQtNMbZMywqzS4HrS7wgIAh5+RHArmma2uTnZYeK2GEYRhg0YhiGeuA0XUczw0Bi21iWRTKRIBG3icdixGxbtaccl8D3sW2beCypNqGyzDEIVAXty3CTJMzUKbWvlKah1E7zAp9sPkfBdYoDyP5T9RVmqNHPciYaosS+ijYJQ0TKf01pWoqEAIiYV4GYj3P8vFeRUiuUbkILzSAVk618fECpTecrOTk6JTFldE2i1d62IMzGg6IeiDIGXNQKVxqoshVt6GEFSZjs67qOH+J6cTtGPp9HMwUIn8DNE7geruOpCZQy4MjhQ3zs05/ha1/+ArnpYbbe+i5ilk1AARnqTYLAD9l6ZSw5ESneVcsuCvogGRoaxLIsXnjxJT74oU/wmd/9LW677Sak52EaVpExFyUOUQWq60YR+FdgvEoAfemrKlmq66ESLaP4esuyi38TmsKpNEMZyWpChImVgfGziCj/8tAgu27/LZ7rHaSpwcQ/fYyOiX56uk/x4c5KRvbdS0vCxEPnu6+e5Oqla9lnLqX/yha8U8cY69hGfu991PYcRU4PMDwbsGFlB0OxBMMzcRJbbuTFmmW0Nozyjf4B2utbGJJZfnHdImYz56jbsZlT5wc5ZiaxOjZxeCpBzarFfOEv/g8f/9THiFXUYeDjOVk8z8WIpYGAyspq5uZmQmxFo6a2humZaZWJBB6B7ymmiRD4rrpJXc/Djqepb27Bk4Kp8WHGhvr4rU/+Kh21aWor6jkzNsfo6BjTbWuwWhLkz50kWVFJsqeX0wdfpn3zRm7cs5vHn38Bb9U2bMfiyNkz1E7OkfLnaMpNsbjeZ6KugYGxLNULlzMo56iqXsRA9yjXrNaIDZ5icV0FE5MT9A3NMpSx0Nbu5geT42xqa6Dv8Ou0NyapG3udxmSKrVu3MDM9xj89so+mWz/M42e6aFm/kY0yg5GLwcCrl70B3twlqKqoYGxIkQjM0CFYSpUPO15AwXOL4LSb80mk4nQsWsjA0CjxhOAdd96ElL7KyDStOMsDSrx+TSjjPD9w8ZxoMJZyXyoHiqOyfh4FtYinhD3vMhxE13WErmMYKqjELRszbHOpbNor9uod18WyLBzHKb02xEM0TbUqirTRMjpy1GKJNgSn4KGltOL5/Vd4j64rAaErSq0VoWkQvoceArcy6umHs9xVFiuLLAchQtsXbX6GHP1N05W47q1Yhi4IfLXBB56LbpoITYaMOb/s+ESYmat2l6HrxEwd1/cUtiBKLr5SSurqaukfcFWlihrfGzhRu08vMus0EZF6QPVEFViNVAJOwzSVRsR3kdLC0BTTTwiB57hYkRI+FK9Kw8SMpUnUNOMDLx7p4gt/9/cMdR/iL2WOimQVDz9wf6hxmj9mOLr+iPn3r5SiGIQcx8VxxolZaW649gZsM8WzLzzFF//+b5ieUk4UEV4Wi8XU/eeHLuJSYhimMvMUkWW+CKseI6wE1e9Q1p4kZCLKUAQsdALfQ0iJ0E0042fAXKSZ5DWgf//DrJzp5jfvuoWq0bN8elsrQ1NT6DGfs0ac1+bSzLat5qVsJX7eZVltJbdtaeXS/X/P5maLrDOLnaphWUOc04nFnC9U82o+hqxqxp+Yom7yAs6Z/XSMnaT97EFm8i43L2/i0aNDzG3YzejoEPr69dj6JPb4KAOvPM5v/tLt+NWtmMkklpUgrvvYwSR2foSxiXF8N4tbkCSr6phz88h8FifnkUxVIH0Ht+CSL7gEQqOytpbOlWtoXrgEXwYMDA3zv37/M/zOPZ+iscIiCOIMZTOkV6zDrWuks20xtmaRnJlgruc4W1et4dffexfD+RTfffAxkrtuJWO3EtN07OHzxDLn6Yx71FTGibVVUaHp9Let4YJZj6xIo+kz/OrVa2nPTrGirgoRS3DeF5yamcW8+g6cmE9c+OQGTrOnQef04z/k/TfcwtDwCAf6s5z1a5lrW0Z16xqatQz9L/2A+rlR5MwIHpfPLt7MJQBNN4mlUngSCoUCBSeD6wWqTSVV+6XcTqLg+ghDI5VOcPvte3B9B8/30DRlU2IZNpZlqzaVbmIZFpGfVhAEyuMiul8DPxTBKVdYU4/A+qg1phc37WjT0owy/EXTitWLZUT/Vr1HzDKJWTa2pWMagphtkkomicfj4bkEaDro4eZcPMcwoyQMEiXdgh/+O3AdH8/1i9m87/u4rovjOAofCUpgannlJUK9QoAssqB0XS+KNNXnBEVQW0eEgLnS2ASqF6M0QGGlF6m8f95LUKrwlLDZh3BYltAEUpMEkdWLYr+qwKwZWGZAoBkgfSJkNbquViKJ4WfRwutSvsVpZR5sKsj7IVkgtOiXNmgQCBMsRT3XDUPda5TGEhhCtaCEHrl/B0g9TryyEc1WNHPp5OnuOUVWWrzvll0EwmPXHe9Bw0cXbjiKWh2hTwn3ilaRyUWU/CiiUsGZI2YnMS2dHduu5rc/8zmuu+4aPKeAIUJfMunOA+z10OVA1+YD+bqu5iTpuo4IffhK10orCmw1TdnReL7yqSNqM+uXT0QuX7lcv4rvPvRPfOTmbZx48WW+32WwsmUhX3h+iHRnO/65gIVLWxg7uZ/PrVtHXuZhaoAjR0+x+oY7WX2nw7888jzNd/4iR/e/xobrb6L38cdYu2IlrRMX2cYEO2JZDma7+eW1LTw3Adm+YZ5oXcHZi4LZzs2kCoLYyddYtTlBS6PN6OABphcvotZx+NTnv4xr2WyqMvnE+27CKMxhWwHVtprkZmo6yFmEoaG1NGEZaixuXfVKhK7hSgPPCZibnWOo9xKf/7M/4dTB19h4xTL02RmuuXY7B4/2MVWXIO1a5C5cRFQnWBbMoA0eoXZtB1LGeGZkgiDWyOiCBWyyqjnmNrNg5jUWN9Xyjl96P/uffZpMwWPdtq38x8lRUpoFFRWkGxu4+tIowVye6UyWlqYqHuvP0/36Iaq3vZ2hyXFW4OL2nCV34RVW79zOD199hZ07tvL9vS/Rq7fS19+HbqVpbmxm5OGvkJIz3HPLHhxPZ6jqGr536q3DXNLpSpLpFMlkEtdxmJucYnpiXIm3igr3kkAuFjORmgnovOOdt9DSXE9xVjgggwDP9Ys4q2Va+IFXbJ1EfXOBgFBxbmo6Qkpipkmka9A0oTzGACmjTT1kJYXYC5qhwEtNxzJMTNPAMtVP2zQxLaP4Ot/3i9oQIaDgFnC9QrHiCKQotqSUpkEocWdQbiIaBghN4PkOgSxrpfk+lmWFGp4QSzH0IggfXT9EecBSQDBQND+MPj+QJTwoCna6ULqF6DqA+m78/wp0/jksFcZUVi1D7Y2qxtTx6lKx8gLfR+pqtLAmFXZlGBrSB2GIeccuUZVNNjOLXZEoknmEroGnbOuBkHVllCo3KdEMA6m5WLaN66p7TVBG20WZlAoZYAhl5qgwDgPTTpNsaAHTJnA9fCePdB00r0DM1KlvW8J3v/lR7rztA+y57W5eeORBdCHxAg89oGgYKkNHh3lLlNp3YQjEcQq4rkMikeDKK6/C0ODAa/v5q7/4AqMT42ii9D0TBWtKlTHF3w08z1eOD6ZWTM5006BQyBHXTRAUxyVH7xtIv9h+u9y6bHCZnJtma8dCLk0JvM3X0dt1hkz9aqQcRHcL+HqeVXGHhvZG+s73sGFVJ9849BxXtFTzxW//kA3bN6Bvez+eW01jRZzxkVmacuPEzuxl17breOaJJ2jpaGNBfTv7R7KIK7YhK89Rl5Ocu3SKpJ6lfzjO+sVLSOZHODebozmRZrh5A2fOnsTVdIyKNOdffYb37HuJ2voKbtx+NddsW011ZSWWYWJYOjHPxQCyjhJk5aYHmZjI09vbw49+8F1OHDtC0oyzZGEdrhGna3Aac8FSBi5OUb2gmerqVozCJE0iy/JFzcyO9rJzy24cf5Zvv3yExmuvJ56ZYXVlHSe//7fk68+z5coVHPjJMzS//V3EUjYyXs+/HrpIKpFgdKqfGkugjZ9DLGlh8swp5mZmGfc6Mdo3snrxKvJzYyzu6yNzZpjOwijjlY289OoJ7FQN/UGKcWJsbE8zPJunv/s8nY3V1MQFUxn40U/OcdXNN9EzPMMVm3b91Af9zVrxeDzMRAPS6TSGoTMyOkjGySun2Vj0d4ltWwhd4geCinSSJYvbcd1c6Owti2C87zsYmo5tqt6y46hNIghLeRmEyvbiPqEyWdVSUm0Qw9CLPezyfr4ic8li1RJZo+h6FGB0NASWbRJ1UGIxJULzPA8v1I94nrIaUToDie9EbQY9ZBiFW78s0WLL8Z8ooGiaci9+IyW4JP4tUZijaZLRBMFyJXfJCgU1kiJkofnI0I1AYU1IyiqVt6ZiiZZyI4l0QgI/8BWZJiI+SDU3RJciZIaFm2wgMQ2B5pdRh6PvUypmnZPPYVegyDtlLDT1Pethu/wNrUFPIGyBmUyzbs0aTneppMwJQXzDNBGBqqL8wMf3fITU8D2JVlmJbsVxXB/NLeA4OQQemgGOU0DTTZ585lW+/r3v8uE73slVb3sb1bX1/Pjee8NL7yPR0C0D6Zfpf4r4lyj+0KDIkMtmMyQSSQr5PFs2bePFfS/w/At7eX7fPkQQOjSH37CUEsI5LwSR6j5A19U191zVTlXaHj+0qym1X4XQQ7q/jq6bSBnMn8r5X6zLBpcvvtLD5nU76DvbhVmRoHDyFHWrVpA48RQDE7O0VOnsH+vmmhvfzqsDwxx++TgDa+7AT1gUnIMMiGoqZnvQnCnubo7x8oFv0NnYzPmuYR546mlyDYvo1pvIk6JN62fw8H6WOsNIDNY3VHG6p5uVS9o42XQV+bNHmGpby5Cdok7zaVyynPzxffiZCpqbq9lsFnjsxX28MHCSh59tpKF5MWNzGVpWb2W2t4f65mqM4y/SPTLAi2LtiQAAIABJREFU267aybP7nmP1mtU4uondthQ7VcFMXFB/zTZyPSeoT6fpOXyC63dtpa//ELMT0yxa3MDjR7vZWJfi0b4x0o2tNC9eQ7KhmZVdXfQeepFb77qbwsh5zk6OM1XRzjfPTeHOCP7kNz/HhX/4G35hTTvHT+QZ7T/J4uUdXDx4Env5CvKJaS4ECRoSMWb2fofJsQn23HELs309PHAwx6q2SkZqFtG0didjJ19iRXMdy5nGG79I2stijE/Qm8njNy/jQnwBclbjfN8Qqzpa/6fP+8+8hNAJPIlphGJAw2BB20JOnTmNH+RI+B6xWCIEowWaYWKIgA9+8HY814VAhsHAIJfLE4/HCayQUF6GjajNV0PqPqYRoOu5oimf1JR7sBv4GAhkyAxUs1D0IhBeZNLoBoZlK/aZUK2AmG1i27YaTiUlCTtGImnheapiEZrECllLPoJYLEYQoBhx+cw8gaQCrf3iZqmhFR9KTajf1UCs+f320jV9g5iwWIVEwrjS1MAoSM1jI4Wbb2TkGbXogjCj1WTJDVeEbbO3YikKdDh5RehgBEg/qshkCCALpOcjPT9sTylsxJAQuB4YNlAyppQAgUculyEpw2FoUXtQgE/oMaQBZYauQSDxgED4GIEg5o2RSCTxnXD+jQQRKH5z4HvIwFHfnS8wEyliVdXqAzyXbHYG4ecRBHjhccViSVwnz6FX9vHZz/8RA6eO89V/+yZ3fvADPPjte9Uka03iuxGYX9IqzW/shdiQVGSFgIBsZgZNM6iqrGTnjp0YZpwXX36aRx96hJ/85BX0cFqmHk7zNAwdTxTrZjQhKHiqVW3FbDzHL1a50TNiGKqKNgzVffClhAA04/JtscveSakzR7nYe4aNqVnMk0/x2fdfx8Ljz/PxX/s1OtsWkNv+boZ23sXf7X2NnskpsvF62rP9NExd5JeXdLA7c4ZNKagePsG9+w4Siyc4kWgmdudH8BYso3rzdRgTPeTOH+Pj12/mHbW6oiVKeHnCJXnVTZxOrcWrrGA20Ej29dBeZfP+LYt5R63D8rok2xc3MzEywoHT54jtei9znetIGxaznoGrG0z2nWBro0/DVB/LOlt5767t9IxPYFVW0jsnMTrWUdFQT31HJ5nhAVZoWfY0JMkMnWT76k5GRgfpHehB334LL3otpK59JwfyKWZ0k7PnLrCno5b6J/+ZidlZdm/dzqULvTx5Zooz9ZuYWbCUjYsXsLC+iQeeepK1ZoHXXn2dTVdvZWi2wEkvjbXj7YyNzUAsQfVYH3OvPc/q9jZuunIVXafOcXR6FnPnbQxVLyPespCO7BA7qxtYOtXDAw89TH58ks7OBTx/KY+/8QZGK5awqKGao488xOd3trNo5OT/3VP/s6zAx3Hy5AsuubxDNp/HMDSWdHZQmUqTyzv4vkvaMqmpqEA3de655+Pomo5uiFAnotpkyWSaSHFsmsY8HYmuK/BXSkmh4OJ6igkIhHiFj+/6ikJJeU4ehPR0C8p66EiBgaKpRu0STdOIxS2ScZNkwiKdTFJbXUUyESOVjJNIJDBNQ03zk2CaumJj6ZaqPgxrHnvHyeeJhJfR5uF5ETgvi9iC53k4joPrukVSAFCcv1IkB4TYkm6E10gLfc50pUnQZGgxXwxUJdA7Ao9D+XBY+Qn+J62ON2sJGaCFLC5JELLoZPFcPcdVljWUCxtDerKWQPp5fApFyE2dl46PQdoENUsHoiFbgkioGLU3oxHRGgXPI0DHDSAfBHh5yT/90zf4wl/8NeNj0xBI1Khf5ULtueC6PnosTkVdE0KPUyjkKeTmENLDIED6LlIYGHaKgpvHC3xMoVOTjrN07RU8+OAD2IUZ3nnXLbznV34ZTXr4gQlI8H2FyQVBcYOOxjWHVy9kBZbavZOTU4AglYyzbfPVfPVr3+RP/+x/kUzGCAJZHAfg+B6mpiFEqdK1dNUSzuccdV9o8+2DpJSYtqXai+HSjBJ++N+tywaXW65cwm7nEst0myazwPOHu5AtbfzhI68wtGIX08MZFnqwanEF6QtdVE/10BHM0eaN8crhl1lQX8+Pj3dxZGSKyjUbebZ3EhlYWLbg/Uub4PUX2JTIck2Fy6WxIRzfIV23gsLKbdSv2MR45VJO9w/iadCckrxj9yY6xy/wtb/7IlXVlVw8dZIjx44RW38lyR230N7ejB1ozJw+xVXpaaouHGal5ZEZH2ddc5yXjpzg7LhLt0jQevUd1NQ3E0OyJplg5Ngh7r79dqZOv8qhkye4cfVqhrQaRirbmWlYxxgFMtkM9XXVbKnWqOo9x56agLNdXRiGhczn2Dvk0rN8I05tAxiVJITHgR/cRwt56sZPMTk+wfZNa3mie5LBQsBUopbBCxdYIGbYWpmnmWkWazmmhocw6haSScaZa1pGS00t+b7ztNoabUYB4Y2zZNEibrv+es4FkuMZk6U33YzUbTbIIcyJYW5fZPGXf/MVfPetUVxDCY8IpHJm9UPMwDRM6hsb0TWwNUFVRTJsMSiXasNUQjfXjcrsSJ+g2D4AUgo8L1Qch9iN5wbhBqz+5vsBUvqYpoZlGsw3RyzbmEMarog2VV/1rSLKbukYKM5Jty2DmGWQiNnE4zGSyRhxyyIZixVpzpFAM6ILRzYyhmFgh95UEUAfzbqXful31/fCcy3RqCMAVspQGRhtMm84J6mVDDqj70KUbUgRLhNZrMh5SvHS9/fTVNdv1iriRCII90rFxpNShsaOJZA7sogRQo00EAhk4BEJENVpCFWdaoKqqgo0ERS1IyEvkMh8MWozRtWdHyjRprpWKsg4vsfE8DB/93++QCB1JVqUMrRIUSJsM1GBsOJIKcnncxCoOVCKGKEjdAPXV99lMpVS3l2FLPG4RW9/L1/88t/h5LPkRrvZfsOt6EGGIPAJKBv0VrYUzV51jt/QMCuey9TUJKlUksH+Pm677Q5++7O/x8aN63CcgmqHCgPP95XQHEmx34sWunmLEKs0wsClFVmI5aauUXVzuXXZ4NJUX09rUy33HzlO15prOOXEeDVoxhsfpEXmuOeqJvQjj3B9IsbutR20N1XQc+E8ey+Nc7ZuFd/qyVC5fBtyxTZuXd7CFa2dfKAzTfOxvfzkaBe/uKGO13pnOTiR5/5+l9NX3MDBQgHXy1M3eIbso1/nHeYg7cefR07lmMhP8/hUgeSt7+NbpzPUvfMeBlILqetoIZaZIn3mAKuSLm2Lm+jvHmJdRx0XLvYxIm3+/pFXyazZQ39lK8bMDEFVDTI7x84ah9GuQ9y54wp+/P3/YM6qoGLTDvbnqsjX1DOb9UjNDlJTcPmFhTqtLzxAJt/PygVVjGRhPN3MK7UrOLdiFxeSlWRjC+hwcqT7T3B7ewOf/cDtpFpaqa5dgFi8ih+OCboGJrnxxhtZ27KAD21uJqlJunuHWLOwmQN9E7zmxvjRhSzewmVU2Cb68Z9wx7pFLJw4z4GXXyFVWcFXLvl85dGnsLe/h24thZicxjr8FFs7W9ltDDLYP86Gq3bwbNB42RvgzVxCN9BNA9fNg5Q4vofjB3iBAs4XNDeRjFkEgUvWy/LJ3/ho+OBHIL6ysjDL2lZACEQHITjthcElAsA91Vcu820S+Fh2lKHynwKLF/jFwFKe/UcZm6Ypp+SEbVORTmKbhrJwcQpYho5laFimiR0zizjJPLflUFSpa2ZRJa1wnxIVGeYfV7ThR15pUeBRWhhluaEo2CXW2H/FMNI0DTucd6KCVNRq00u/S9ACiQyi7FWWMvm3aEXJgwgkRnkVKdRIDbVXRmJTVTmoayeQ0icMN6gYVfIPQ0J7WzvR9ltOQ1cBuWQAGl3/fL6gvn+Umj1AJwg8NfbB9fjd3/osc9M5fE9l/x6qHRavqscLBIXMLMIvQFBAC3zlEaobIAN8J4sd6qJsU1c+d9KDoMDJU8f41U/dw7997evE3XE++O5b2bl+BX6gF9mE0XmXB9oSXqeFpA5jXjIxNzeLAHzHZ/tV2/j+Aw/yZ3/2v7EsE88pIITE92RIcCjRooUQGJapkhxNKP+1cBxFRK8v19P8TJXLnz92iKcTaxmuWIbsz3Glnqdx8Ajv7miioe8ok2NjTHmShy6M8Fx6Bc+MaoxeeTM90x5VmTFS4/28s0lQ/epjHHzhBXavX8jZE4cZGRzG3nIlH/v3Z2DrHurWbWf84FP0nDnL2kw3G8xp8lOX2NqocZAUx7qnOde2kaeDdiyqGZ3NMfLyY4zs38vSqeMM7f0OO6o1ap0p2mqqiBcMsvEKTpnNLNn1drTm5WxYVIN34Ti1Uxeo9qbZMnKC5bEcP3nuea7dtYMnLmSJv/sPmW5aTaK6ga1ymNWzZ/jszjY2ttZQ1XuIpw4coy+WJr3+Zg7LKlLbbyFYtIJGGWDLOT6xtAl9779SUZlkYe4iR157gWdOjDBlV/L84CzZ2uUMXrjA4gqNxZbDTY2CrosDxOI2hdqlvHBuEm3pMmJNHWxOZZh64XG2GFn2LG7mYs8QnllFfNVaDtQspqqjg22bt2PkBrli8hgb5i7QXlvBoUPHebKrm+5UEy9XLKZxaef/7XP//3t5foBmWOGG4IHQcT0HL/BwXYfqqjSVVRVk8i6f/dxvYpgS33OVKaEG8XgMAeSdAqCYPyr7DzAMPWR6lSwygiBQNFoii3EU48s0sUxTKZLRlAVH+AD5vh9iO6odFj0sfhDOmA+DjmUYmJaJZVtYtq380KqrqKqtxtB1MrksTkHNLXd9t1ixRRmdHgWqYhAsiRp1LbLkj8wXI8C/VLFExxpl1OWDnKAExBfbXEGJYpovFPAjCi8qOBu6ElxGwUn6QWitUiIIzMNqfs5LINE10HSBH2IISPVdapqGbphKwwIqePhqjk10dDFL4Cs/J4qMwTDYVFdXq8mPUtnDBCFVWQMQMgTzleYJQyOXKxDghzNmlJYp8AI16lcDzfP4g8/+Lg/94FGkMDFsGytRgZQagR/gu3mkl0P6DpIA3bTQdQPfc0km4uiGiW3qxC11b7qui1twKMzNoWfGePGZJ/iHr36dj7z/Xfzxr3+AB7/yOZprEkWxZUQjL9/QAylDW6HI+FMrVnJ2LIGmCWZmpjE0QX9/Pzu2bePqnVfz+7//+1iGgSZKruARkUXTdTzPD1vTJZt/TVMaF4mGpptqPIbQiy25/25dNrgk25eSb21kcdplXZXAdTLcuXUTw4UZxusW8XjvJNqqa6lcsYHctIOdGWFFdZoqmaP71VfY3l7Fvmce5ZOf+AipikqOHjvL83odR2PNdI3Ciq0bGHjofsb7h7h79y5uj/WRFAXk8Bgjcy5BbAFa62b8G97OiuZqEqkEuSNPMPCD/+DKpYswBk9gmDGuMFN8f/9x9CUb2TvhM3fFFqyWxSzduoPp4R4yYxe4fffbaZ4dQowOUpieontkgP0Hj3E23cLQ2mvxrTQV1dW4h57k7CMPYKV0bt++mZNnu8nODDHTvIHGK69jNlbBoB2jb7Cf4dF+eP0VVkmPjSO9vPDI9+hIxUkFGfpaN2HWLedSTSMDTWsYGx4lsaCNtmCCyYMv0d0zSl1tgslYLd6yLYxXtaLV19FoxmnMT1JvCnatWkg8ZjBU1UCssYG9PWP0x9vRidEp59ja0cjV/giF6Wly5JlyAsY0j9YtNyHSdcRys7x36VvnLaYV2xsSP/DRDB1hqOpC13TiMcW68YSL7+UwNJ1UOlWcDWGGivNYLDav/I426IgOCaVWlx9u2F7gqaFHesi4ijadMkZWeaYVAaYQqcV9IpU4qB63CHvbhq6jmwZWMk6gi6IJpQw3JPWSkklmhJ/4vh/OlynhBiqDjo5f2Xco2pP6EWlcyoOMJsS8Sku5N88XZ2qizGlZD8cHiFI1F+3Khqa/IVhF3lzyP7Vhfp5LhOJOGQ3WwlcU10h5H6CGhxUDR6kF5MuAuGVQZO5KUPFJXVvdMAhENCsn/DwRWvCE2p6orShRFi+qg6pGEGi6gS9LA9cMy8QyDJ7e+xSnTp5CGDZ2PEnBKeC7BTXtMvDB90IRrglSYpoWQtMxdI2YreO6DoVcViVQ+QK+6+EHagbN8UP7mQ4MJqXg1us28M9/+ilEqFdRWFkJfyreS+p/FK+pKuI08oUCxWFhQUA+myEZj/OZT3+aX/v1X+c3f/dzrFmxDuk6uL5ykXAcB0SZkr/M8TiqkqIWY9R69X6Kyellg8vGubNY3/pr3rtlKVNdr7Bw/Xa+nTHZL1sYjNUxc/QIUz1nsE8e4MJLP2Cd7aE99u+8Z/cmti9v5oFzIwwv3c2nnz1N7+JdnBIpkpU1BIlmGgeP8xtXtLNzSQ0fXVLNywf2c6l7kOnWlTztVzK26Gr252wK031UzIzxzqaALX0HuXLTRja1SE73nKFp2VpyC1fz47kEWz762wymGljQ0UpNVSNt2XOMvvgUy7xRfm3tUv79377MwpZaslYl2aYOTlV24neso611FS/ue409jSbyqW+wZc0ibt6yjOcOdPHssfOcLuhk199B+6rFzKUXsLK1idlHvs6etI/20o9ZbOeIiyG6zQomx3PkNu6mb+UNzEibQcMn3VALFw/z+7dupHH/d0loYLqCM4kk9x+b5IJr8dLZS8TzU6TdaUaeeZBbNrbheVn2npvk/md/wotTHt11S6lb2MGyTB/bRg7jvPg49dV1LF+6jsZFV9CTXMnYwjWMpdpw083UTZxlR/YS++/9x8veAG/mct0CQpPY4ajeSImu6RqJmE3B98h7Pl/42z8hEY+hC7BtsyiWU++h3F4JXwuqpaM0H3oIrCqMBhFA4OMHylk2bpok4hbJWLxogSFDXCfaS4uts/DZccPPKB/4FWEjedfBLThUplNK6R+AnyuEbRWV8buuEwL1asNXmaCkaDkSgvTlVjRRhaKCoq+AamSJchsGw4ASe0wEQXGDKbrolrXVAsE8AsAbnQHKqyFQQL/yyPJKVYHQihY7P+8lNCP08ZJoMmpf+cVrG9njiwjkj9hLYU5gGhAE7jwCtar+AjR8tBDTKYoR51VkYdUSXs98Ph+KDzWk1NWoZ1k+kkHDNHVStsG//OM/s/ep59B1G89zyWWnwc+jyyBsLeoEUn2nhmWiGTqJuKmEuDH1munJSZxsFt8t4DoFpOdh4SLy0ySSadwF2zjZO8YvvecOKtMpdX/LcHaQ56KhaNfFiwHFYEmYZASoBCliBebzeQxNcPH8eW7csYsjXaf4nT/+PWoSFQjph/dyNGAsKGJTET7p+x5CKs1WIMOq56eMUL9scNmyZRtXrtnC3786zAtNG3m86xIZLPzhLtaMdPHRW66ic/Ysuak+rlqQ4tCkYHL1Lr70/EUGrno3uYlpXM9ha2KKmVef5saOOhInfsJHWmdocIZwnBymXc1DfTNou9/PE6d6Ga1eSnq2l9oTT1M/eIQqLUvr+VPc/8ReFlQGFNwsvXor7s730TWaoyZVQ2ejSfLgE2zODuO+8hyrs/309w7jXLpA14zDlx5+nqq3vYuXBnPMXrEHr+Ax8vzj3L5rFflje7k5OcHgQBd1wQypVJJjU5LWm++mN+Pjrr2O0a5DLPcL2K/8CIbOsKy1g4QWx6moZSDQ2F+1np7mNdhXXkV3JsXo4edZXuijcfAsk9/6Ertr4aVXX+bV4QlmF20iu/068vXree3kESpqY3x4eQOdmX5qkpXs2XIF93/vcY4PZ6jYei3mlltIpirIDfaxzIZFZobB3m6u276Vi9N5vvrcy0x3rmSqtpUV6/awhSns1x7imk3LmJ2Z5WL/WzeJ0vEdstmsAqc9D8fJoyGIxywsW1LwDH79no9i6xqFQo7KykrVigotViITvqgdJqXEcRyVVaGFXmJmcaMobpy+aoHEYya1VZXEbPXaaBJkNNI3yv6LG3LghSMO51uhSKkmPBYKLrlCnvHpGSZn58hncmSyOQqOVwTGo8zfdb2i/qVYvWglt94I/Cx3owWKYL4fmTOGdGLP88oCgXqYNdNAL3NcKJETSkGo5PY8H88RYSVWNCZUNQK6poZqRQB/JDT8eS+hGaHWIjoXvYy6HbX7tCIuBBTxJyGUcaekhD/N6/9LX323MG98dUR6iDbiiP2Vd5RpqB7B/m/QRGmaGnOtGxYx0+LJ793Hh+66i6CQx9YEeI56L91AGDECz8e0YtiJuNJ+4eMU8sqxolDAyeaU0DJQE0GFrrRhugZJIXjmR99m1RUb+IUPvp9Na5axftUy5QQu/bLjIrx3w0qmvIKJRLaIsDqM2IkebiGPMANefPJJ3rZ7D+/98Ef4xG/cQyyRLGuPKiKL78twnEVQbPfKEB/zPA/L/BnGHH/7QobupevJzkyRyM8y23OWlp5j3FDhETM8rHgDzdUNnPZjJK/+JfSFS8jXtqG7s/hTU9ywooqVhUu0xjLM9R3h1Vde5m3bNnL0zBAVbYv48jOHOL90B3ZzM0x101KbprH3AOuq0+zauJS6tMuiiV665nLM1nRyX9ckwe73Mm1VUZ20aEg41NhzfOiqHVQyjV6Y5o4dK7nQN0KsuZ3BZA3mitW0brkSYdWQjuksa1pAe36Q9W21mJNT7F6/hPsee4m56QFO9k9hr9yJvmYzU7lpukYmsS2fW1d2MnHpLLdeu52FaZvRdDvDK7eiX7GLsSVbMWanaatJUTvdi37sUa5usHHGxhiZmGH96lU8+nof6dU34yzdw2gO3LqlLFuylBWVCfynf0iqpYO0pXHi+Gle75lh+e5r6EvU4k/mMIfOE+s+w8c3N9J/9iCaVcO2tZv4/P2P8+zAEPWbtjNWEMRjCU7u+z5XrVrGivo4TZpL34RDPrj8DfBmLqEZ+EGA6xbUjey4+FJi6lDwJa7j0NyYZGomSzpVqZ4HX+EhhYI7byPUNDCMMHvSSiwuiYYfto88zwMpcWWA60sldgzV3HroExVRVIXQ0cJ55AqoFCEOEyBDrUQgfTzfC7NYj8D1kL6qpnL5AnP5Ap4ftpCE6nlH+ApINBHNTym1LqINIdr0oQQyR22b4mvKNtLo/KJ2TlTt+BFQLRUYHrhREFKBLgiCYlXmyQAp5LzPjUSuUeDypcIgDNNQOJG8vDDuzVpSEXZVoNP0sFLRwu9F4rueamPBvAFwQoAezr0XvhouF+ArzATQtEC5QbiOIor4pWpVC3EdiDY+HR01B0ViIgjQdUU51sro2boWuilHjtRGDFvz+fxn7iE3k8UyomtroekBdjyG0HQsTRAzJIamoQuVFhSyeaTvQhAQ+Op8At9FFwqD8vDRAg3pZ5idmeDjv/huYjGbZUsXUlFRidQ1ED6BDB2+w6QgEKUgaryx+gzbj0W6uRsQyAIaOnffcSP3fvNePvaJTxG3DITwkR44Tg7LioetxtC7LhxxACW3h8uty+488YkLZPvqqZkd5F3br2LQH6f75AGW7N7N6wMzfK1nkoqtt7G4posZ4XJrveDbT93HJzYv4+ThH7N461UcO7aPi/2weskihpds418v9hNvX0nvLAycOcfGtVeTfelpWhoruOP67ex76lW8Zc0898w+xlZsYdtV1xOvu4hV2444fRg5McgtLS4Drz3C9OQQdbMVnMhlmCs4PJZP0zKXYaq1k0RFPesax+k7N8Cl/CgtUnJ1SwPZZ/+B9911J0+/cpDHe0ewYpW0vvsXGMv7pGfG8Bo7qD11Cr0qSTzIUPHaE5ydmaSloZF7Tw6h5Ryad26he9qhOg7D505ya10Mr/sJ2lsWcPd1bTzwg2fp3HAFdm45uWQrtufz6vGjLPTy9E+Okup6nqDG4OCZUa7dvI6//n//ipyVZP3NN9OQrmMsWU1F4RSWHOe2zjoOnz/JxRMen3zHrXy1z2Lva0/R/qHP0vPc49RcOMmmyhjWxGnitXGOXehmbNKjZ6yHuZ3XYMxk/mdP+5uwXK+gAMuCi67rFNws9TWVeAF4rs+f/flnmJ2ZoeD42PEYM9MzuL5PJjMXtmNK/HqVyZbozRBm9UFpsw78KAMOvb9iasaKmu+iRHrqISgjAGiayn4pbbbRUsptWdzIFTtNUnBdDENnenqaeCwGCCWolPOrhoiCDL4ClMPWV/mc9/JzUcy2iCIsVFaIamVEbaDoPyGU6WRxYBMRfFBmo08JS4qs4XUU883xPQQSr1htBcWqsUiRRrG43oqlCalElJGzbtnsFj8IJ2JqAhko7IhATVLUTRWUBEAYXCDE+mSACB0LCrkM8VgqFIYaoAVI30NqIiRUzDc1DcJKSRkyqpknURWlmYqQIQCKbgkGmdlpPv2pT/KHf/QHLFyyEN0ykW4eIx5XYmBdUaalMPB9n9xcBiefJ/A8pPSVO0QQYIZjJQyh8LwgCBAEGPkcInD41n1f43d+63Ok04Pk8u2cOnVItRXDYKsmU/qYto3jOMWkSwiBbdvKyVnT1OcJgS9K18u2LR7+3nf4/n3f4UdPPoUX5Pm3f7mXgjNNoTAXalvCMK/peK7yudN0SlH/v/uOL/fH929fS233SW6+aiW9p18jV1lDTkvxDycnObt6F2cuXsKdzNJz8SSDLzzB8mVr+dTV6+hcsYBlzUm+fvgcYvWNVO18L4uu/yCB9LH0BL0/+QmZ4WHu2rGWvof/jfVLW7iirYmxkTHa13QyKGowFl1Bqr6egSDO1CsvM3XkIC2Tx7nazNOerqM2LchKm0s56KpfxRHRTsvaNcxULaSlro50Ux3OyRf54JpabmxMcfeWtRzuPk/nqo18d98BTs1JEm0rSazZSryug2D4AqvkHM6z3yMl+3HPH2FmYpgGLMYMmydODbHy5rtILV5MHQbZ7tNslHOsGT+Pb6cxRIqezCX+5tGDzJg2B91Kjs7YvHbyEA3BDItjBSx/hGs6quis1Wlcsp4NCyp4+OIl2tauI71hD3OJVl54+lmGXnmBxv7jTB8/wrdahCSYAAAgAElEQVT27qW+poaCI3lgQNB3cYC50Qn8fI4mbwptahThzlC/pJMjB49hJ216axZyRiYRWUHGe+tsPWTg47tOSBP1sUyduGXieB65XI5MdobJySxeoDE9O0euUEBKQTweL2b2vu8XUVohIqaXnDd9MSINRKW/ZWhUpBPELUsJCIttr1ClTYmNJRQQ8580JOVBIAjbDX7UsvIVSy1fcML/8hRcP8Q4wC+7xkKTxaojet+o1VWcBjmPWEDxc8uPsXisxfMN8ZiIPlyGNiiBJcV/GwVSXdeLRpVRAHpjS1H6ijlGxKx6izD9Er22FBSL16WssisRLJS/WnSe6jsKwm5QBHALBe5rOm6hAAiCcrxFK/2URGwpNRFeC4kZWuinVY6/pZLJ8LAUISBqPxq6hm2Y/Okf/28KeVWRqKDuE7MNLFNde8/zcAqF4qYvpR9OM4uCaxCSYaJ7UOFrvpbD0g269j3BF7/0F3zgF96NZUuWr1gbsiPDVlmoC3Jdp3jdogvlFAolnE8dvBIXh/hJwVUuE7YpuOOmG3ngOz/iE5/8OKlkA1ESFbVTfS8oPlvqcy7/HV+2cnlq72OsX7uObx0fRbRtZOpCF613fJjpx75PU97jSjlO3fgR9qzp5Hs//iGPPmXS0NDCcxPTtG5+H4nTXfSnqnHOncGYMbghpjGWnmF6SRXrW0y++epR1nY0cri3D9m8jPycj11ZQ258imDJWm6R4wTnnuPO27fz44d/QNfwBHMz9zO7ZD1TMwmMq7dhrlhN1eQs4/FBkideIh1L8o411Qz0HeNZAV2nLuDmx/hOoZL2D/0eLx17BX/NHmZHLxEb6MWSBfzxcT5741ae+P5DtHcuJZ81eWlkiPadd/DIkZdoe+8naeo+xdi+x2k1PSYOnee2ZI6e5w9y3c138Mgzz5Defjfxunqa2jMceuFxvAe/yZXrNrC0uoKuA0/QO+myfGUH+wanCUQz1XoNg7WraKlr43z3UarbDM79+D4+vHkxM77k1MAYC2qbmMwa7B+3sBYvZnR0koogwzXbVzN17kn0FpummM4jZy8RO9tH9Y47+MHhw8iO1XhjJ1jYOIR17q2z3PcLHpqlI30f2zKoa0iTL3hk5ub4/Oc/iy89zJjFzNwMuay66dXQIj0cxSuVRiSQ+CgPpyAcZRthE1po8+L7AZ6nNhfTMKhKpzFNo7hBqxaThu+H1vOibKMKgqI/k2q/SaUIt0LXZgSOA5ZlkcsHaKZBwS0ZZvpuQCaTQwhRHB8QBQ/XdYvBojygwBs2UCjawETHFTHfIgdglTlrRaA/2niElEX8QFUg4dC7ImEg+gQlrtSEwJCCIJxhItGKWISuKdsXz/OUOWQZpvPzXyGRQEpcPyDwCb3VSlRrKAUZgRrvp/A0nUBEBIYScYHITSsoKG2++C/eJwwSoDb3iGUlhY4ZiyE1vTjmQArB3MwsIhyhrWs6kd+yep+ARNzib//8/6F1YQcf+9RvYJm6EnFKDU038Lw82bkMTr6ACAOLCPyQmAK62vMJwvtFBn74dwOpSTAER59+nAWVFg898C+8/bYPsXLFMqamphkaHiZAuZqEPVaKlXDZvRYNykNoREMSQ8oDBAG+ZhCzdB6896t899vf4MGHHgYE3/jGN5mdnQ4BfBVQlO+Y/1PxucsGl0OJNoZnYmSDGSpd2C1HGXv6fhaMXaT66I/ZsXktQ/39PDQOK697F2cKkszC1einjzPdM0Jr7wFyfSmWpG20oXEOTuTYvfVKvnXoICcm8yS33Uk28Alqm7m0/0nqes+QTaf42LveQ9/4MLFYjFrN4Myxw/jpevKrridnazhWCt/XSE1PYg/1ks5lqPIn2bbjSiwR8NDTz7Jw0VoW3f5+Xj/fQ339Dqb6BkmeOc3VTXDkwI9Z2dTERC5Hbf8wlbEEx3pGmGxo4pgX44pFS1ndkOPSxUusbm3HvXiMyukRpkb72XnTXVw4vo/uUY3hjM8/ns7S+vaP0js+S+78BTZ6w3xg8zK6G2LUxeIcPP4aVDVQ0CX77Gpq13Yyffokmp5gfVWal1/Zy56OKrxLR2FJHY/t24cf+//Ye/NoybKrvPO3zzn3Rrwhx8rMmkdVqUpTqYQkJCEkIQYjMwrMaMtiMG7b7QkWpm132wabptVtjLEZvGC1sZu1RINobIQskAGBEBpQSaKkKlTzmFXKoXLOfO9FxL33nLP7j33ujXipUhaCqiwsxV71KuNFvIi49wx7+Pa391nnlpe8ik8m4ZZXfQ0PvPc3WeUw100e4ey5s9y1OeKtb34zB+99mF/4nfdz/dd+B6cef4hdOy5j39oK7cbjfN2rbuC33/1Ozl5EXdE5ywOMQubyAzuIU2sD87/98x8ybn80iu2oCshKeU8XrerZ+1IrkvFSkWIu3Vih6+m6YGyVnEo+xs7s6Be5bZ/izRYqbq9FDCLLxJjsBEvx5AKdxWhnskiJOJxzhOxo25YQAm1rkddkssX+/fsGOGk6ndJ1HVvT2WBIesgqpY6cIw6jGwsgykL/rPm4LdKkt8FsvSPP9uJJmOdhEgpZCUUhLiqUIT8hgHMWoYiQnZohEjswKoRgxuZZWBOfTYYiQayWxamSpdCvXe8ZGwMrpVhg03nPLYdnXM2Iag0sRSDnSHAVLsPu9RVa7/E549y8/sigUY/D4cuxCk4ElQ5ljboeGWvOO9QDZLIDhy+FqHlOjhZneQiUtXqFc08e5id+9Mf4l2/7URwNMSpJodmakNoOp7lE9lZb4kQIYqffikBTHBNSHOYjS4IEBM84R+54/3v5xZ/7ce59+CA//pP/kb2X7Oe+e+8dcnuU8Utp3ubHxnm+5HpnxpWI2IK/TNtaY8rVSvjmr/8aRuM13vFf38mk2eL/ffuvMNma4Lxj1jbUoRo6Snw2uXCdy5Ej5NhxxRP3cunxh7n5hhu4ZmfFLl9x2c7d3H4S7t+5n7xyGVs3fTFx1rC261IuOX2Em6/ey5e9+jV86+tu5rF7HiGHNU4eeB7/6c7HOfaCN/LINDD79IPIsSfZvPuj/LVXvpIv+8rX8yU3XsW9d36EdS986KMf456TDQ9NHbNrXsjzrryWBx8/SnjoPvZND/N3Xn09e44/xKQ5y3U7Iu9+93/hnqNb3PbGN/PJo5t8slvl7Mc/yum2Ytfdf8j06H3s3XENt11/JTdduocXP+8Ad8RVfuOeh3j3kS3Wb301B/w6j546R/fHH+Ta8RYvucTxIs5x7Nhj3LRjzM/+559htHMvZ699CaevvgXHlO7MBD+dcPXmI9z34EGaJw9zyzV7OXjwKN6NOOLWiDfewmxri0tXd+Ee/RT3ffQDvPy6XXztbdfx4OETvPjy/fzeez/AmW6FzetfwmNt4sbn38bBkxt82bX7ed7kXm64bCff9NqX8eJrr+d3PvgJ3n/wCHu/8us4FZXJ448yve9jvO7KVd64u+LImQ2uufl5/SmuF0WqZkYdO3aurAJC00UykVkzIXYRyULXJdo2Wp+jLpVkYQ8dFXZKQQ2UOZtqrli303lTiUK2JckHBbvde+vzOTlb76bFViyLPz0UtnimCmDNDFPf06yZ501Ehvfadc3hr6zzzbwoT1VlP3yemiGKSelStBzDQhuXvhdYKsUxruQB+lvNqkTNRk/uK7xVB8YamUGp6DBm22GoZ1tSN6NyFZ6AR5EwX6iDHzEQMubzqDlbC/kSsXJehGP/Zvbs2TNQnHsz1ovgELdQPyO+nIkj+FAXmvkcPtxeFb8IKxrNt39+VAfidItf+A8/RwgrKBC7KbPJFmhCc2EKYvbTY1BYVXlbZ0O+Ubbdz/y6hUozTzzwJ6z7zFv+2tfivWP37t1kHJlUYDLjAp4/hixc//D5C3lHEUv8N13H2sqI2Ez4tjd/E7d/5E7+6ve8lbUduwxCxA5rS0+Tc5ELZfz/wVu/Qy9b6zhyPBK6Ke87MeXAjhWaq17A3gOX88DHP8je57+MJz5yO3uvuILX7o9sdnDD7nVu/6M/oNl3NV/5RS/ij3UHD55I7Nyzj3zPhzhx8gT12RNcv28PbZzwquuv557Hj5F37OaujVPc9lXfxKcePoZUme7Oj7L+JW9i+qmPckt1jh2jFaRpuOHyfZx88iiPtzP2R8cTN72MY+Or2cNZTqxcxsnb382XfNV3sOfe3+e/v++3+bJXvpIqnebgcXB1TXrNV3HsySO4lR3seug+Nq+6gebUlNdeFshpkxOPPcwXPf9mTh5+gDu2VrjtjV/Fuz9+N1feeAN3/tqv8ryv/mZ2VYnV04fY0024/e5P8rWveSOj3HJvvYtz1V621g5w+rF70VNHWCOxtz3Fl9/2It7z2+/gir3Xc3iSednLbuL+wye5J1zGdVdfyX0P3cM3fvHLOHPPx3n4jHJje5itJvDGN7yCu+68l08dn7Dv8n3sufVLaesxTzz0ILsm57i2O4aLMI0zvuE7/goPfeQO3vXYaQ6d7Xjy4++5KBrj6774xbp/9y6DDULNmY1z/O2/+70EyWVDOyYTqymoS/JxrjhkUHK9WPPGzvj6MSGixehYe/Bjx46xtTW1hZ4zK9UIJM/ptmpnuRgt1RpjSp/MzAY7921HQnBUpbJ6ZWWN0ahiVNXEGFldXS3HIVtbkgHyihYJbTXTwQilLtI00yHn0qVyMmSeHwQmYi1ozLjN6cwDmaGovbZL5XRGx3Q6KzBaoV9jsKFzjiDzCvsYu3I0rQEfdtJgMbhpnmfqDVlwxsab5xIcP/tLv/msr5df+vH/SVXnx/naMQqx/Kv4KpQ+XoUpWPIcOSZCNUKTstXNOD0ds7q6ap+hyqiqyU45d3aLTx1pB1rxbDYh52zHmbcNs62znD03Y3Nrg+m04XWvuYm18S6uf8HzuWrPKv/sX/xr6mAED+c95O31Qj0Bo4uRSTvjJTfdROUTs6YzCFUcP/KjP0w98jQb58ixtcgxxxLFZqrgqb2ti+m0IUY7L2bbJpDicJQTIftYXLPSJuGWV76ev/39P8ShQyfY2Jpw4tgxSutuhqLI8p4+ivEFJaBApr3dXYRwy4AyWlkhzWaE1Uv4lXe+izMbG7z97W+nnU5IZN7/G2//rGvlgpHLH52ADz+0ybFrXsz74oi9L38Vp/a9lMu7Lc7e/wletqLc9OgHeP1Vjhekxzn46WOweZL/9p7f4qavfgubz/tyfnPlS2nqPTSHP80/uW0vl6UZqxuHuMzD7nXPub0387P//b08cs1L+dhoL6NLrub0DNr7PwiP3M+XX7+D9T94O1/KSZojR/CjEUeOHOZXHjjEx9zlnL3iZXx853WsrO9ibzzC9JFPsuPw3Xz/l7+W5jd+ijw9wfd+wzfwu3c9wvue3MU13/X3uCvvJazu5+Dd97Nxx3v5h1/3Rt48Ps7r8p2MD36cHXjOPnmCO063fHT8fDYP3MBjcgmbJx7n8U/ex7VMOPG7/4XjH/h1Xr1H+MMPf5gvueUWHr/kan794Ixjl7+Qat/ljC6/ht2nn+DFcop/9Je/iJdfdRkHHznI3/mrf59PXfUC4t79/HF3gPELXs8V8SQP33E7b3vDbYzu/xi37tvPDZOH0GoHh1vHzz68xfsf3+CSb3wrB90agUD78d/leScf5vWXRdbW1tD1HQQZ81/eexc//+AJ6gNXsu/Ki9db7JPx+Xx48nwejtdw532P898/eh9/dOejtG2D4pm1jbFhSs7EfvrHEc06dAXuo4oY51CVEZ0UVKyyuHimXdcZJfM8R6lnRM0LI3Ph7RfPPSdSjKSY6bpEjLa5uq6ha5OdnokVoB0/eYIzGxtMpjOms4amjWzNWqZtS+wSXdvRNc1QVGk5kmzwFXloTwOWWxGlJEo/M3md1Rg5veFNOZWjAqq5l4lSOT+0BelZX/3f9OeibzMmTnDBTt+sRpVFQMNZOE9VbPjsiZQjfMULIsFyBTonYmzrylDgLMuRGbyXciKIkGM3p+FqJkkyWGznDqva154+6ywd4QSpAg6hsNVxDrza+UJeHDmMCKPxUKNUZsUcF0857t6S6CJCEEddmSKv6xGjKjDywo/+8x/hp//tz5JVjBbtMIVPpnLgnUGTMfbdGHRgMZZBmg+YLhAWSlQ/8vDIHR/kB77rzfzwP/377NmzhwOXXVGo2vZZMfUJf4b90QcUfTSjAi5YX0C1CzCjL2JEBBFUZ3zTX/pi/ufv+et8/w/+E179pa9nHP4cjSune/fxofsf4+hkkzQb4R79NGw9xv7mCN98y5VcsmedtZ1jDj3xBC41fFo9f/LoozRf8V38zslNuo0jxEq45z//FFdr5NjmhC99+QvYs7qL037MyRtegVsLXPaar+DYkUe57vID+EcfZfonH+QbXnQjO489zPrafr76S27lV/7wQzzZRh6pLuGJ8R7k+ldyyStey6was3d9HffEA2x94g7+2ktfwFfuiHzi9g9x52OPc+iJE3xss+Olb/kb+Bdex6c+9QjXXLXG1sYWr9rbcYmv+PAnPsylB/bz0q9/Cw9vBt51dMKBr3gjR1f2cnbW0h28j+nxQ3zfC2/g737JVZw9d4pve/nNXNnOeOcnH2b3V347j61ewQPTVXa98FYu2XMlT957J3LoMb7xBVezvnWSd73zNzl89DB3TyL/8Bd/lUtvfhXnOpBVOP3Eg+zLLX/rxZfwrne9mwP79vChj3+EKZdw6OgGo5tuRXKNjBU/m3Dbzbdw7OO/xxXpFHtr4YEnzhDGq7zvsbO878EHmVx+OWu719nvZuw7dfGKKM8+9Eccuu/3uPuxgzRXvZ7Lb3gd73jnh3GuIqVILpCSFUZ2gGxLgOfC0AK2GYVeyfa2wxesb5Hi21cSgxkVGdrELMIl8whCRK34MmXyQnHaIjTWth3WE8xei10ipUzXxYHy2XWRmFIpcjOKb28YoSSmheHzewpoKh6q9sn4he/fFsX08Esf4RWDKouwjXcD/LUNZ19QIouUW8XGeYB7Fqr5F9t+PJuiWQuTbd7hWfozeRbuf7jm/ofS88obGSHGWTEeWv7rz4kvuSot0KFbOCNlgWXWe/ZE+wwnlq9w3iC3gbnnFqv9GU537LMZVrBrn+29K8cveI4fPcqHP3w7IoGcEk4sEnXOEZzQFQg251y6MNg9lmEZ7sPGIW9b7xYBJVzu2OE6vu8tf4W1lZq9l1/BFZddYd+lcWCT9TOr840yPO5731mPMXM4ekMnQNPMqFb2M5me4uvf+Dpe/erX8C1//W9fcI4vCIstZSlLWcpSlvJnkYtz7NxSlrKUpSzlC0qWxmUpS1nKUpbyjMvSuCxlKUtZylKecVkal6UsZSlLWcozLkvjspSlLGUpS3nGZWlclrKUpSxlKc+4LI3LUpaylKUs5RmXpXFZylKWspSlPOOyNC5LWcpSlrKUZ1yWxmUpS1nKUpbyjMvSuCxlKUtZylKecVkal6UsZSlLWcozLkvjspTPOxGRa0RkU0prZBH5AxH5vvL4u0Xkg5/j533O7/lcRURURG58Nr9jKc+dfCGuoaVxWcrnnajq46q6rsPZr8+diMiPiMjbz3tuMHZL+YsjTzVXfxHkf9Q19HltXETkahH5ryJyXEROisjPiMjzROT3y+8nROSXRGT3wnseE5F/JCJ3ichZEXmHiIyfy/tYylKW8hdfRCQ819fwF0k+b41LgUTeDRwErgOuBH4FOwPnbcAVwAuAq4EfOe/t3wa8CbgeuBX47otwyUt5GimG/4eK4d8SkV8QkUtF5D0isiEi7xWRPSJyXYEInnazi8iPi8gHRWTX0/+p/HRxOO4Tka9YeOEKEXmXiJwSkYdE5G+W598E/K/AtxeY7k4R+THgdcDPlOd+5im+aCQi/0ZEHheRJ0Xk50Rk5XMarC8wEZHvEZH/tvD7QyLyqwu/PyEit4nIvy+Pz4nIH4vI68rrnzFX5fldZZ0dEZFDIvK/L8Ct3y0iHxKRnxSRU3ymHnmKy/wCWkO6eMrb59EP8BrgOBCe5u/eDHxi4ffHgLcs/P6vgZ97ru9n+TPMzUeASzFn4RhwB/AyYAT8PvDDmDOh/dwDfwB8X3n83cAHMcfq/wZ+G1h9mu/9biACPwBUwLcDZ4G95fX3A/8BGAO3lXX3FeW1HwHeft7nDdez8JwCN5bH/w54F7AX2AH8N+Btz/X4/0X+AW4AzpR5vRxzKg8tvHa6vPYW4BIgAD8IHAXGF5irdwI/D6wBB4CPAn/rvHXx98vnrSzX0Pzn8zZywSKSg6oaF58UkQMi8ivFCzkHvB3Yd957F88GngDrz+6lLuVzkJ9W1SdV9RDwAeB2Vf2EqjbAr2OG5umkAn4Z23hfr6qTP8V7jgH/TlU7VX0HcD/wtSJyNfClwD9W1ZmqfhL4j8Bf/9xvzVxb4G8CP6Cqp1R1A/g/gO/4s3zeF4qo6iPABqaY34A5DYdE5Jby+wdUNavq21X1pKpGVf0JzCm5+ak+U0QuBf4y8P2quqWqx4CfZPtcHFbVny6fN32ay/yCWkOfzxjhE8A1IhLOMzBvwyz8rap6UkTeDHxGWLmUv7Dy5MLj6VP8/qdxBG4EXgp8saq2f8rvPaTFJSxyEINWrwD6Dbz42iv+lJ97vuwHVoE/lv4QdYNy/Z/x876Q5P3Al2Hz+34sknkDhmK8H0BEfhD4PmzeFNjJZzqXvVyLOSJHFubCYbqllyfOf9MF5AtqDX0+Ry4fBY4A/6eIrInIWERei4WIm8AZEbkS+KHn8iKX8pzIvcD3AO8Rkaf0Wp9CrpSFnQpcAxwuP3tFZMd5rx0qjxeVCRd4rpcTmJF8karuLj+7VHUZPT+99MbldeXx+zHj8gbg/SW/8o+xnOoeVd2NQVP9vJ4/L08ADbBvYS52quqLFv7mQnN5vnxBraHPW+OiRkP9esyLeRz4NIZz/kvgi7BF9ZvAf32urnEpz52o6i9jidL3isjz/hRvOQD8AxGpRORbMTLIb6nqE8CHgbcVB+ZW4G8Av1Te9yRwnYgs7rUnsTzAU11XxnJBPykiBwBE5EoR+erP/S6/4OT9wBux3MenMdj0TViO5ROYYxkpuVgR+RdY5NLLtrlS1SPA7wA/ISI7RcSJsU3f8Ge8vi+oNfR5a1xgqHd4s6peoqr7VPUfqOrdqvpytTqI21T1J1T1qoX3XKeq7134/UdU9S3PzR0s5dkUVf1F4F8Bvy8i1z3Nn98O3IR5hT8GfIuqniyvfSdGIjiM5X1+WFV/t7z2/5V/T4rIHeXxvwe+RUROi8hPPcV3/WPgIeAjJS/4Xj5LXmApc1HVBzBU4gPl93PAI8CHirP528B7gAcw2GnGdljrqebqrUAN3IORAn4NIwz8WeQLag3JdghwKUtZylKWspQ/v3xeRy5LWcpSlrKU50aWxmUpSwFKkdnmU/z83HN9bUv5H0OWa2i7LGGxpSxlKUtZyjMuF6xz+Xvf+53atg1bWxPW1tZw3qOqxBjJMaMijEYjq8jMkRACqW0RZwZrXFXE2Vl+/tfey/d+57dz3WW7qSuPiMN5waGoCqoZHHgHOWc8Qtd1QCaEmqqqcE7ImkEVJRFC6KtS8eJwzn6COEQEH+zf/seLw4sASuUFCQ6PAh6y2jU7QIVT57Y4euIUJ85MOH5mNoxH13UklJQyXZvoUqaNHSKCqpIUYs6Q7bo0KzElwK4la1qoYAX1np4FqapkMrNZS9u2nDl1mo2NDbYmU3LKgOJEcQGCBELlGYUKEcE5C0CjZoLzuPKcDx7Bc/DQ4UX647MmP/q//E0FcGS89+ScyQCSQct854yIEAnErKjM51FV8SK07YzRyhohBCaTCceePEEXO5qmAQEnDudsfFGl8h7vbQ66bL0qFShfjnNuGKd+PSCCFjbnIjs052zrqHJotvc4Ubz3215XVVJKOIGsefjcruvI3bysKqW07f76f5131HWFFN9OVUFBnN1HzjaGKStO7D76y+y/S1OmCoGcM0gerq2LCUW27ZGcM6pa7lVsP+U8vGZEJCWj/Kd3/O6zvl7e9EU3Wkm5szETcYhzdg8IXuy1lG0sFrnC3gkxRlQBgZRs/HPOJM3DmGYRNNt+s/UYy/3246hlLD25jH3XJcQLDogxm34CZrMZMSZUhYgujJ0Sgj9vnBMxJipflblRELu3OnjEOTTb2vBVGNZIzoq4ihgjzjmaolucztdOf58i4IMnU9YzGXCk1JFSIquAwvrqCNTGT8TWxKgOzGYz6nqFtmvZtb7COChNFI6fPsN1l+8nO0/btqzUgX2rFdOuZcd4J51v+Gc/8X+Rugmqyuvf+L2fda1c0Lg456iqmso1jMdjctlQ3ntSLJtMwPsA2Sagco6268gpAYFLd+/gygP7efjRx7nmsj22nVWRhU2vagOWk5qi1H7S3TAoUhaKSAa1SRw2OrYIUkpIEARwGRQzGqZYhCyAZjKVTVhZrkppVZDt95QzWZW8ENWllIaJjqqDYvLF4PbXQ1m4OWe6rsWHyt4LaM6klGxHiECKiDhyUoJ3KIIf1aytrLB7xzpZoe0yk9mU2LacPn2G02c3aLqOWdeySYMTx6gOVFVVlFFGy5iZsrp4kakTNcMqDIrMVp6z8SpKPWVIAogzx6L8lfcVKbaEemyOSkqcPHmSLnbEGOdrIJhWKToX5+YGYlCgqkVhbjccg3EBdOE6Fw1P74wktfvJXiGlQUGHotB7h0LKehERUpvIOQ0KbfF7e8ci+IDzprSkXHP/N4vVC6qKW7heEYbPTClivklGSaC2X0MI5DIN/eemlFDsulNMVFWNah4UZP/5znlELs56adsO7x0xZrpoOiV3HVU1IucEIsSUUQTN5kzGGHHekcu92phT1pFS+YpAHpy3nJWqnitv9bYXgzNd0ZusnDOztqVpul4TEDXTb/+U0qDgVSGVTR7E4ZxQScaXNeFGIxSlct6uV4SojhZvha8AACAASURBVKZrSSkRs5K6jl4HtLMWBHO0NOOIZkgSVM5jm9gMiZb516x0KZOz0karAU65Nz4ORGx3CMRyv/0c57JWY0pUKFVdD46F94G11VUg03UZJ47gHFVd0cXEeG3MySMnqDyM6zVms7nj/VRy4Qr9Epl0Ky3T6ZTxeGwbUYTxuGbWtIjUiBNQoa4rNHWICpISTYqsr+/mxS+4gY/ecQ9vfM3LbHGHQNu0hGDRRkrJogrnUJ1vMFUZvJm+dY5m87xy1sGDzMVNdc6R1CKfVBaJV9s8MSWcusHTREExBW9eHMPgx5Rp21gMCoPB6DcrFK9ZwOFQSYP3BIkY7XHwgVg2tqZFz8MWEqpkEg4hMfd8MhkHBO+p68Cu1XVyzFyxfzdZHJqEpJGYlOlsxtkz55hOp5zdOEPs4qCwgi9G7GLJ9j5H8wihzF3ShFIRVcg4FHAipNjiJNhYeI+varqu4+TxE3RdsmigOBK4PMy9dw4lETUjWSHluaJecFIG5S4QxA8GxDlHTHHuMTuHoARXFAkJ7wOztjXns7yv31Q5gWgy5VPWot17ic5iH8E4ui4O35lyIneCK9+Zc8aLRbG9QpMSgTN4pvbCtigMoYsdFoOnIZqiRNeL99mlaEq8j7KLkzh4/GXs9CIZly5Hsjic81TB9okPDiETS2QXFJx3OL9q6yR4strK8a7sGfWm8Ev02LbFUKVMUqXp4uD4ZTDUJSsa7XtUzTnJOeOCR1XwXhi5GlfWiuaIiC/RkjKZNQhmvMQLTYzkJqEi5GkkZkMrkipZM7msDxFHcL0OU0DxwR6PQ0BEcaEaHIIYlZiiOQrRIiDRfj/LYFhtzhnWiWZzfoP3VL3+dIIXoQquRNyCaqJrI2sjj/eBcxsNu1bXGVWeLnWoKuOVEb5yjKtAl2bUoSbnjrpaZzzOF5zjCxqXlPvNIUw2zhGCeU3mbULsWtbWVnECvq6JUYgiSG6owzopK1tbDdfu2sFvnT3H0aOnuOryXYNnl7OSUjd8n6aiXKQ0PnMW5uUseO9LlKJFEYDmErU4IaOI6hCRpGRK1hdowBQd5tGoGlJj2s08yKQ22Flp25asgmZAU1HQveLoIxZHTgktHo6IR8t9OQcxpn7oLNKy/wHmbfXGyRevXlMmF1jC/kohZ1Q7cjYo0ntPcEoWiwXGK4GdKzvYv2u1KC2ICl2XiClxduMck62tCy6AZ1L6cF0QC9LVNhzibOxzoMvFuCPDxs2xI7vEuN5ZFJ7y+OEj5Ix5fDqHRUDw3uHooww3KA/N5iTkrFSVG4zs+bBX/1znlBUcrRNCGCHApJmSs1JXNSNfk0QRJzRNhweyJnMokgNRck52t7kj5gplxqaH1SnEkbCr85zVDu891VADJ8UDTQMUG3OJjMWURL/ee2emf9xH0P2/piwzdZgbNzMUDGOjqgTxKEqMCRGH94GmmZVoxaKW88fq2ZSVkRnSXqd4NyaheO/KnjJFLHgSOkSuZCUlJQrEnGjaefeenBOV9zRNC+KJg1MIMSqQitFWkpQ93K8H50AtSmkjOJdRbW3Ms4IaFJ7KNhZVg55ggGJ7EWx/1pVDxONHle1lmUNTOUPbtjb3SWlyV9CQOES5pu9MgYSCkFA+w6Kx4mwUJ2FIE/jeEGZStPUrYnomdhlfOVJWgwBFaJoW7xNb0wm7d66AD2ieUtVjqqrm+KlzHNi5wqTpWB2NibOMrgmO0QXn+ILGpc+v9Is4tR1JIxKqAcuMXUcIgd7lEhG8c/gSajUps2fvTgTlsUNHuPqK3aQSLaQUB8/JeT/AKT2Gff61pJyLxdUCpSVC5Ybv7aGq/nfzLvLgvdnzfQRiC1cK/GUKKhFTNlgsGwziRCwyKvjsAHtpWoA62Pa9A7Ze/jdAHgVyA8N3hwiGYmwKDu6KIRw8bubjZC/ZNcfWriGIIuqonKfynrXRCEXYs2Olv4qLIgPc1MMNOMN71eKyLmayBFIG5xRB0diVTVIN2PF0OmM0GnH27IatPwXvvEXIWI5OoeRDAiKRLnYW9RZZ9Mz7n6R5W94jZ2hVQCuiwqhNODXMfPdGxw1ru1hD2J1XWdUWp0rVKG1M+KZBsxCd0PqKLefYoOUhbXk4WF4xR+Wcy2icR9nOmUJ1TkA8YqMwrE9zPuYQXz+uvbLpn198zsbBFS85m0KzwG0eTcncsNqe7qMghsilh/suhjgXcC7gQ0XTNjRtY/u069cQzHIHOGIqnmAPD2KIhuINJssFKtfMtI0l6oyktB0e7FJG6Qa0RFXJBVHwoaLtujJmdgU567BucjEgKSVwlTmuzgzhKBQo1fmSHzJItKoqVKFySs6OmJVpG2m6GSmWKL+fU/Fl7+uCkdcFfZUW1nL57rI25vorD7/32z4DnqKTNFONx7SxQcQRY2RtbWVwRoLzFrWXHFdw5qSzYBTruuLYsRNcvjZiZW3tgnN8QeMixct3zlGPx8QYGY9HdGUBhhCYTqcD3q8lBMwpkiXifMXG1hb7d45YrwN3PfAgr33FzQQ/3yT9gCQ16EicDopcATdABXnAm22jJsPoi4ECqHwY4I1ckr0sYOkpdeZF44olz4gKinmEXYxkDELTbAq8D3+dcyXaMO/Se0/qSjI/zxV471065wvWzQJcNFcUfTLacjgLBgbmuQTp4ZqStHRz42QEAFtkUcQWZerwPoI6vHiCc5ZMv4hSrq7PiCCFNpGSmoelgrOEGF3X0Ewn7Nx9CT6McA7Ondvg1KnTNnZiZA1LvFkClqw4mc+pAl2K4F3BxefYsogg3uAzdO749K+NsuXhojbsmSRe1Iy55OgmPja0G5tcs/dSWF3h0KNPcN1NN7OhHasyJu3eyaknPsUN1z2fcyRSFLZ2XM+t9QZfvLJCPnOK1nv+zem7YaRQV8M1IcrY1xY5dS0Wwc2hLnMs8hB1DPeCoKLb1vdi/iiVnFYWG3/NWqISywv0TkxVhQE22W6gzBDXoboo62RzMhvmygVfcgQOwVFXtaEaJFRNKeeUS57Jl3xKR1ccwJ4w03UdqTiCqRgkMwCU8TUoU1O2nBqZuq4MLkuCuIrUdfZeMeQgVMFIQo7irBhy46XkNMXhqmo+V100mCxlmtwCygxXdJjll1U8ripjrwuIiBe6Hv6F4T0hLHx+cUiVuZMxTxv0z9l9hxDwQYqjv5iXFKrKkvo+GCQ2nc1YGY/NkStRcxUcTdNQ1SOc90jX4aoV7vzYXVxx3ZU0k3MXnOMLJ/S9R0v4HYKn6Toqral8oEsdDrP4VajokjEcghfa4qlm7ZhOG7aqxIuefw0fvfsgxmhI5rkxz0H0VtoXY2KenZSQVcpmysPfG4DU9c7M4JH1XkkVPL4YFpsYG/AscxKAIKSUyZpKtKJ0KdF2HV3x5vqkYYo6eCc9lGcMFMO4jZDQY59ugC1Ui2KwpTEsiiF/Uya+Jw8IlpxzKiSXh+iL4mnmFAvMZBhfypkggAjBe5KaQc4FVuMiJvRVBO1zF70RBRKO7F2BZMrf5pacIyvrO3FhhPPCbDZlc2OrQHw29t6Z0yLSk27cMHZzb96hfVK9z7WFYHh9+fvgA24BjlRVZrnDqaMmcuunDuFxNPUYB2xsTTi3MqX2jqiZqI6UPX5lRPJjUsx0bcMsJsYIG3h2TyKBSKfCSGv+yWu+jX/1sXcgqbXNnzMhCF1lCd3eaPRwTi65BiOdQFogAsyT7m6bosl5O3MS5gy1lBKhOFwpRejX4YLj0idzgcLQvDjrRdXIQDFltI2AI8bG5k/mnesVj5Me5gMp+ykEc6CM5GPJ/fGoArUIrGuNbWqOq8GMMVl+TLPSNB1dl+nSxGAuFxARqgqCxz7fVUWnGRKjKuCEza2pwUqFkEM3QYqBSzmhYnCW7XWDuHOBsXKBv73ztl9Eto24LRODjXu4rkeP8qA3tOgDT/AeHKYPy5wPbMYuohKIvWMuNsexi9T1CCcOTQb7VaMVghjysTmdAY4QPG3bkSSSck2MiuqUj3zgw7zpm7+anC4MoT6NcSleY9YyuMU7KmH8qK7pumhJ9CE5mHAuAAbvuFCxOW3Zv2ednBNdp4wqMyBCP2AUJWGhneGuWrw4i2qcsqCwtXixhRnlCo1SDMLOOZmHUjyDHnvXDBSKrPNGbe4JATknUoqklEk5EVNhi4lDczKvR81r6SOMOWxVwkbv6eI8uab0n1F+LzmXfjE5ozlZdJZ6fiQDxJjVqLkqJUln9CZU1BStKkmV6AqmnpN5Ocn4LF7c8FkXQ1R7QKy/FcuB6OBA9F54JrYteE9djXBOiLHj2LFjOBcKo6XkWVSHPESvZPsEJhQmj7hhbnzwAztviJ7UErkueJw3OCp1EXIiklkvGwxgFiOkhDpPEkHUkZMjakfqMnEcMS5GImFQsezcTZ5ucC7UrMw6MwpkRh10kgnd/HqdC6Rk3mcPJ3uvVCEYy0dMsfTMzDlGPzemc/YZQ8TRO1EDa1GMeKOp5L2wz3EFyhFsXubGau4FXwyZTDtm3czgcFwZD08Igco5RqPKkvxlPRgT0pw6o6yDlojCIuM5pJ5SNIWrkJMSFWZtQ9dFYozEWNha3mDV4GRARQwmVEajUZ+gZbK1SZ8nK4UF5JwYh2BjGUZ0nTHbcokqUopo7ksUzGmQwtoKWQtTMW+LtGGOFPWPdcFh7qPbqhChbE3kgTgyj+YL9Ct9LnrRke+dP2dRbNlfilB5KYhNZs/OXYi0luf19vdkIYyFzY0GULJemA/2tLAYC16Tp3CucyamFrLQdZFcYKKelmsL3+FCVZSn4+W3voQP3fEAjx46ys3XXwpZ54n3gjeKKFkEycV4MFfSWgwA9BFDLhhs78lGQvDEksWL2RhXiAwMGWUeMUQc9BFWNi8xaR4iFluAkLPh0ylZBIVknDeLL8y9xPmmXoTGLPEMkPoEfxm/83F11Xn9hCskA4rn31sjW2Cu4Oq2UEIIGNmgJO3UyAVmq6125mJJ1gLJ0eP7QsKTs0EQAuTU4QoNdmVlBxICKTecO7eJiHHrU0qWH8l5SNwP37Hgzffj1jOj+toN701JDYnPsn5i2+ErW/LivEESyaK/aUxUIpBay7u0LYrQ5kTMka3Y0LaK+N34UBPqMee2ppyLgQN79+GfPEFb72NFG0IV6BJUXYZJpHOJyhtMMRqNjPmUEjrAy566rulSR4pzz7MKDi3ruycvpEKJtv1WDE2BSIf1U/IvhukbLXUx4gnB49Rg5LbkP/sc5WIE9GxKPRpRjQLeC3UYFbYXaBaaLrE1a3DOMZ1tDRFcn0erKoN8vbdwNqceOnfEDDkmmrajbbsyJkKXUq/QCKOREQlSHnRWTG1xGm3PzmYz2rYtUbSya31tgLrbmBA1sknOSm6NwixiNSzkniY/RyP6sU/ZHLAhN8KcYSllDgWoqqrkpvuaqhIF5TykJfygL9xQOjFkpcp+cN5bCYRmu7OCpiw6avXKmJwz4/GK6d3oid2U3Xt2MZ1OjbmG0aGrumZcC1WoWav/HAn9rusGRTcajUjZKKHi+oRyh/dm/XJMSFZCZfhp07VMtjaofaBTZfP0CW66+gruvOd+My5OyLEvKjQD08NLErzVDpRNpNLnPeYFZq4vois0YO89Kc0HtZ8wLYPeF9kteoBOLN/SJw2bmOiiMSqMddRPgseVfIdzDkk9zNAX9BWDtcDs6eP43uOYJ/8XE3ZziMyB0WlLsaglLecehyUfIUvxYGDB27LkXh89GrPMCtF62O1iibg5XbtTKRFBB2oRYT9Oo5UdSGWQ19HDx0lk2iYaQ7EY1X7uhrEqXlU/JsC23EMf9TrnLHen/ZwXJVsiGJtPh6jD+QStI8dMIlJ5IagS7QvxCBIzkjO0kUojQqZKGSYTAiv4dsa4nSLtOagrYwUFTxAPXUJWCuZdkqVR5wn+/rpjanHOk6WvwXDUpRC4SwtHx7r5usk5Uzm7l65r57kTwGehiQsUbhbWS1bKKfDDc13XsS3sfJbl1LmNHtlFZGIGt+RPQvAEb6UNo7rGexn+VrOny4mYIk3X0RaqcQ8vOh8QwaCscQ0o3ldI8f7zwrmBzpsx8N6TY4U1Ti7Fk0AQGYgOW9OmwJDG+gKsxqk4kF3M9GcSLhronDPi/bBOFxV7v19T6hmpDO9vCwsuFmfDDAafVY/0BqtHj3pjm0tdXUkRWeFla2hTyhkpNT8bG5vsWauR4AgusLZe0TQzVlZWOLexyeZkxv6du2m6CWvjFTbPbrJz/4Xzcxc0Lk0zZWU0IoRA62FlvMbW5ibjlRVStGroMKpJyQpuwCKG4AOVD8SuIeaE10w9Xufma/fxzg/da0WDQCrARe+dqfYeygJ7RsWycFhS2y1QBkUswSbeGaVYS1EVUqrxgUFBeVTyXBmpVZOIzDH8nDCcsk+aA8G5YjTMy8hRC3tkzsLpI5F+4lPqkG0eZ19L0BfXhRJJlQgmqyUHnW0wtYjdFieC9B5J4VmraoE65gvZOUeOlsuqfA9h9kWKF09cwZhbdeUayzWjSE7krqOux7i6xoswm8wG/DrlRMELSsRcWHnZFQiRbZ4ZYtFpxuocvLN1AErX2mbPOq950ZIgtigRVBJkR/aJygmVCKGqqHLGr9TE1DJrIvsuWyefO4064cSTLXLikHWNyLCWNjn52MOk8S5CPIMe36TedwNuNCOFmgqHlo4C84jLfrx3Qx4PtWjYexs3yZbnywt1J32E0SslVSVhBneAy7LR+dsYS/2YseIWmWVdTlaLVogSfaGmFRhenHXSxGi5psq6FKyGwI51Yx+54AviYMqxiRYVd01bnFBK5wtzJIO3yCzUI3MwxJFzhAxN16Fixc3eQe2rMgeF9ONK3rXkV2O0vExKSsyWHzHnr+Qxy2eLeBQzGinloU5NChyJOsRlnMt0qlbwisOrFkfY8ryLyFD/fujnS8p15sFoeB8GWL1nhW0PNtXSElpYp4Bm0y19pOMlkLrIqKoR7YzApLYeZ60iuSXniq2tTTRlgve0XQRtaaJnbdxx4shx1g/sueAcX9C4tG2km3VDjYX3ntlsVpKqmSCO1Ha4qiqFQ4IrRU2qSlVVQzJqY9axf98+Njc2aFLxnDSjuJKnmbdQEOnzMBZZOJGiwBevzgqlpOQxXCj4oviySVxPMirwW0JkvsEoicwebuuTYX3rBFUtbSbmENTA4lqYTFWrr4F56Gvh81ypn49jazFOZlEohhHLGanlYCzp3Bss8/qdCMGZ8lmkqfYihUUHfoh6wkWMXFyZzzaLVeBHpW9LQjZlN1pdRVxFHSpmswmHjx41j1ANdlTyYNzBFMXQSibnQTkbuaHUdQyEB4Nt+8RnnyMcot3CuBLpI8aisFNiz67dtGc2GLWJrp2xKtCcOkuqayv6dR2I0PrImqtwo5oUHG5thby+m2tf99Ucuf9h6ss94/UVuofuJ/7+b/Dy1YqPY3COkz7S3B4i5JxwwbZiTyBRzeTeK13wVvs8khYl1ZNY+noXPySSSyFnSlRVIDOHa40i25cSzNmWIo42ba/ZeLZk9/oq3s/zRM4Fpm1jkWnDAOVJgb5FoKqs1VQIgbEszHEu9OOUCaLmmLlAzoqvqgGiZhgD657Rr52UzNj2dSg9/dgqrk2pp7LucsmT6EIrJ1uLfUQNtVTWgUFrJKyBtsTckmMa5qBXZr3C72Uxqukf9zkXeiZrYWXY8i56ROfBT6+nghO7DpGSS8rUdU1VCVtbW6ytjBFVZl1iNBoPjvG4rgleqHwg5Q7xI1LK1FUgb02oVle44/bbufalt15wji9oXGofUKeGB3dmZLoYWRUxSmkxNj5GpBRDVUFIRLzIoAyiZiazljDyVE7YmraM1qqBEjkwIwaoo88/iDGhmHNYFmEmmwxKTiQNEzJnwmyHo5xbwD61wEhk+lYYvRJKPTW4VJL3326kgB72Kcq9XwCF/odaJfrivfQ3sJgw7SOsxQWVcyaIoBghQcQPEd3izfZGs7+//rtiilTBqL99rkf04hkXi8bs6qx6vb/2TNs2hFCheIKvaJopZ06fxYkjkebjoH1SE0SlFLz2YzandAMLY1nycrJYU8S2Pl3zqKEUAluxjSm3tmVja4J0yWCEnOhEqcUStn10Xo/GrF95Kd1Jq78ZhxEpQjXLtI89yuU3v5jugU8xTYmqguwTq6zj3PxodGMkhW3klEXHKqdsEb3Mk6/9+wC8SKks123MvMoZUzBL7684KNGSFzePUhYIAb1BWuwucJ7de9ak7RLaGbxcVTWaDAYKISA4qlANDq3Ns/UMy0mNcOFtzwQnuKpCxPItjnmHiN6xGJzGzEAG0WwlADFbxFJ7b3s3Zfp2MqmwR8kywLMipXSgrNU+mlyc0+QLGuMSWVu8gssO5xJJ/OD8wAIsvsCw7Odosf3UIjzc642eBGXwpmO7XtRtr+eU8G7ujAw5LGfJ/LoKwzoIxdHx3pM0UxW4NXYR5yGReOLRxwZn6bPJBY1LFYKxObyjrmvObW6wZ88egxlSRHPED3kBRzdriNJQ1yOanO1CUkJTpPOB3WPH/kt28fBjn2bnzdcgYgwLYbEYcR7iA8VjmOc/+noa6UFYjIpotSDFmyjw0aK3cr63OLcZPeffo9qh/YLLc2w053m/rr4Op/cQu8IfAUrBpTG8EnMaMrkUYxY6aI919gZAxXDwIKUuRTyiuSSoF4xLibp6g7zo3dBfX4HRKN5PzpGLJUkNQuzSnEWnqlSjmhATYTQmhBpV5cihw4h4mrZD+9uWAp+JgpXCDEWzNvbWZ0qxBGevGJ2fG1DDuN3gCAzen8hAbci5ePvZcGevAqOalB0rq2t4zVTthLEKYVwz3rFK2LXOxsnTXHnTlTxx8i5Wuo6mbfA4UtPBXbczPvg4O190E5tr++hOHiKt7mAcj5SI2W9zOPrH/Rrt63qS9uZPhhotZ16RqQmxXKUVHUuhuFovq+CNdppTKnUcpihcWRO6QB4cxm5Bqc0py8++OIGqqsk5UNf13LipsVSNhJHI0RCLUPJPyZnjAZb8z9oanJ0TsTcexUGxaC0RXKCLEef8YDhizoMjlGJiGucRcK+YDbZydDEirrRT8Z6qzEPTRVAz0nGApwXnHd5lJquXE3ZdQVhbZXLiSeTMIXx3Di1G3ZL6RtSISYfooqdQuwESFbwEcCUXW9AMyy377Xqq97YVcrA94IUh56Ri2mqA6F1gNGLo8yZizNXJ1oy6HpO6RDPr8CGAQqhrxAXOndmg66afMa+LckHjsrG5SVVV1KMR4j0OG8h6ZYz3FTl5tImMRyOzgnVdxsKSBjllurYzrDI2nBTllhuu4o/vupsX33g13kEVLEIomoisst2r84v0SCkw23ZKpoiFqt55slM0JWOwQaHBGqPGNlNZmMNimBuu3ltB55W7qglBCSLFYymslpIfMW8gF9hODWtFoQ+bKS1dVFEXcCiS7TktppWCiVtUYhvLS6ndHmABu55tPPYyThRygoDRlgHXe+zuwnTBZ1I6tTDasP6KjFU8++iRUOEL3j3Z3CIptM0UFVeaQkJMHaNRNWDFPgiCH0gCPUwIltwX74aE7LC5Ck3biSttOSwZmoa8g0WEWSMk8OLZ1SoPPnI/17aeFuuCjB+xIwneQeM8LkPl4PifPMHKUITboa6m9QnXVBxxn4IPfgjNW+SoHL7xMs7csG6U5pIzGuilZT/1zg3iEBX8QjRLgWn6qDwUuDk4I804BO8DCcv7qWYoyW0ojRVlbrwcVj7QG5ZYOlJAUYp9o8SLIHWpO/HeQzH2PpTv11wcxuJMpQgKXewQ55k0TaH1z411H3UpYvUbajPvXFjw4vv2LgYtxWTV9D393Zcx6fWKtbXy+CDkznRCk6J5QrihtMCKvgOSO6Jb51v/7e9wwytewSw4oiguCakDiUA74Se//ibi1lE0eYSIEwZWpBGNet00j2hB56tFC4lHGSIcM5gMxlEEKmMlgROc79vdWMFtVdWmSx00rXLJnpHlPZNQ1Y7YJUYrjgph1naMRxUzgV2jMVGUUFec/fQReMVnn+MLap7YdaSSM+lzCD0VcjGEM/73vI2KL3hp7CxJK6FCciQBl+/fwwc++QCTpmHXSkXOYNx+myTbH5/J71/EJUG2Pd+3QsiacalnWc2NkpZoAnq8tKckW/FW77WZMShez0LS3p9noCgJQBZCcFUtRWjFehk1iMWE+jyXUGijJSrxFOVjo1CUn7XedIA6My6iysCAmn8olbqBWTd4xEWx6MXRFXYp6hCpShRpbSOsfqiDYhCbZsaJUycNklGFYmZF5rmFRbiv72QgzozwQJDQEtXAeWvDJJeIdsi3uD5UnTP6NEaSZHaHEa+55TWkrQ12NZk2ZFbEkddHhNUR2QlxssXaNKKTSJWFePMB3EPHqXZUjLdq2ipTi2dcZzYZsXMSWfeJHSdrju2Y8ESIUI4X8N6KPlmIuHpHBIpByZbzm9clWKS+CPcCQ66q6zsxl2gmAXVx9gy2qbZ1uLDn3TAeIq50DLg44pxjJB5XOSuSzOaQ9bRao5gzEG1ytuMuci7t+ReQiBBKKYObd2IQyQVaFmKKzGJXCrT7XIU5b/m8PVmH0dDfL8ZYjgOwqFf7XF9xMBHrCacKoi0tnm/+wR/nphe/hIk6KhJ19rQOOlXIjtgmvvdXH+GXf+BNnLvvg1htjFnCPnfbG4jPyNWyPf825F2hECBszUfyQGjyhU3oSsTSFnisl66LxJTJuUJ8oKocKysjGlrbo6kcsZKsI8poXDHb2GI8XuWB++/hL11gjp+2t1jXdXRdx2i8Ql1bgr6dzsC7oX8OwMrKCk3TkHOmaVrD7VypdaE0GKRi/66arml56PGj3HbjlUVhmPLMhYq4HYOEvmOrDBa9V5rnefNZUb+9NYY1oLN6j76IzO4t0TfE7CG51HXEmErjRyusyyWi6CvAESWFaQAAIABJREFU+wk2lpgOEUSvFFUZYKs+wliE2FRL8loZohtZONNEeqMoGAZczs0ZzrNxDtG+xsfGLmsuC0aLwpgrELewCZ9t6SG4ng1TVatl00Pwga7rOH78SWPXpETPZuvzWE5k6D4MfYFkWGDLzJ0F2F7ZPBShDbWoPZVj/npvbOzIiMQrzymXdsroZGI6CsStLbZiC23kw80JXh4u4bhvuL7exSc3jnF1vcalO/bxsc2jvOCIZ6tt+SLdSdy/k/qy69h966twBwLyR3excvVlxM1NbnzoAa568gi/5Vo+viPhi3Ib9IgYocUezzs4D3fRQyWqJXdSckei5FygYVmAt4aaH7dtzTkPSrKqc28ETHOGGMaaQue9GOJKjoME2ReFrRhMquan55L47unlqhaJ2Dqf165ZV3YrpKQYpqylaFqNidi2LcHXA+zX10KpGvszxlzOa4lon+sreaoeFvflOgs2QVQlJquZU2rceAc3vuEbma2OqV0meWFUlcLuBG1MUK8y3tzkW9/2S/w/33QDiXKsgPZF4BZlL7b/AQbdYs03SwGtzPeKYP4sAnUhQIyrCjtDKhej6/HimDUNq+NVct/8NHUFokxUvtdvtjebrqMOdkTE1mTCSqiITctoZcwDdz944Tm+0Iu+rlhb38Hq2jqjUY06IdQVbdvStS3NZErMHU1siF1Tqjk943o0KLcQ6pJVEdqmJatjz3rNn9z3MG3MaEpmsNpIjKlELW6IGlK0nMUWGYmONtuZHxJbmhxodUSnI9oYyHlC22barkVSS5MzMTWortGTBlR1ftDQQIFWuq6li2ZUrCmmDuevpMzQAdUgs7kHMQ9LYVsVuhZ4blEhDlEF1hG3aJhkKXzAaoicaOnarPhgxWJm5KwgivLdXqzeZX7mh41zVeiKc7bNxZEcO1LXUlc13gfG45oQHKNRDWQOf/rTQ+RL74mnPHRAgHmFeZ+A7ce4bduiZEtvuFLxvA3WZO6AzGFPV6LrOTswxkiXMruuu5pTq2OedIm1l9/C5Gtez1b2ZAnsiZ7TkpnGis2VjrhjJ2F9ja3JFvvrdY4ffJJ9KztICep6nU5GHL3vY5y55IXc8LNvI1/7PNLBg3SnTuPbxAGpcNO8DXaxqC4V+mseoNhhPPPccYmtOXlpYU313vwiVCrF6evnvidG9vBaznlomiglyllEAZ4qCnw2pOm64VyiyWTGpGtoO7W9lo1G7oNQVfNq9H5MYszWviUm2jbRtZm2TWxtTdjY2GIyndE0DW3bEJOdqbJzdY0quKHFfdNGJrOWrWnLdBbpUiRj3y/DvunbThlLEy31aH1OI2eywqp4VqXlrf/0R1GXiZtbxAZIVntX+f+ftzePtiS7yjt/55wY7r1vzPcyX86ZlZk1SSqVVBqqSqbQjCQ00UICCwxmsGGBaTBNLxoZ27jptrvdzMbdGIRoG7AsaKBBgGZkgSQ01CCp5iErKysr5+nN794bEWfoP/Y5EfcVUPJaamWsVfVyveHeGxEnzt7729/+voDqB1ShMM2Y0FP0TGDxphdOIB9Shdo4yF05J8Er/ucmyE9KdQ38yfultcjU5FrsGFCCdKgo8Nkl5PLvPM9xQQzMBJpXGAOjURUFQeXc+/2B7IcIJGmKHKMUqxeXn/MeP2flUvb62KpuMyobPDpmlpIh6VaGJHgZFpLP79sSUk5agQXrAsNxzf69u3ni1Pl4QYW+2l5gT9wgPHXt8SqQN4ae8QyzIZmepjxwBy999Ru5/SXPb5v6Vinuv/shPvWhDzAYPoNrMnQW0ConZFeAfssUMSZ5Z4QWJhNFZIfznThkYmi0G5V0QdoHdbKRLjM4pv2+tzKz4JmUrUkPSNwMYqbSlumx1NZy0aQvoIRBlBqR0q3pDMqEUZPF6ycpcSIMTDb7r8UR4sbpg8dkOePxOGaHMByOQUvTsNsousZ/mk/o1kxHxpCeRKfFBR1EQZRLid/cXtVs2yhlnUxWvcc/ezdzXtNXfR79vb8i2Kv03/BqTJ5xz0c+zPOGFzil+ly3vId6dJWZnfvJegXPp8QuWcz0gOkbbuWUD8x+77vJP/5Zln/+X/LlX1SUdYXzFQOd0QAbwWGNwsC2e5KkO7qKurtnyU8ohNBWoOlZlKAT1+PEtUyJTapeUiM6/a1k+JLQ2Qg5JjhYgs+1qVxAoQxRYFPHLDzOxyuDUOo7+Ds9c9ANgyYYPp2PMRlFJnpgHh8rRDm/qq5xCBLjPDgbGYYx4dCmWzt1XaOV9ICeTRVuad8TS8srkXrZf/A6Gh/YMWU48ehf8+B999PLB0IS6U8z3Frhjte+na1NUTRfnO9xkXjPSbBX/I90v2IvNtCufT+hYAKpEk7NfpkACASa2nZ7ixhZYYxoRKZh3LzoEYKIdWZGk2cZVVVRliJXJT42TQzwgaqq6Pf7gGI0Ufn+bcdzVi51XW+LrCrCFwkqc04wuXrcUI0bhsNhi0m6usHVNSEa7Ei0NWwOR9x0ZD9NLdmji7MKngnXPGvBi2aOs4GtsElx5E5e/2O/zuIrv49Dt72Sy1uOT979EKfPXsANK9ZOX2Bjc5VbXvE63vJjv8RJP8CGIY1R0HSqou2C8B31WM5FspamdqKX1s67dMElsYsCbttm0G4IE5COzsTWOB2ygLqmXfp9qT66HoOKD02boXrR/jFxPkMG7kLMTgXeEy2t1IvoKq6U+V+rw3lLVY/Z3FyXPkt0SVxeucLq2ipN49rzSlm4+O6E2JyOFggpcKuEjctDnq5jMoaSb8SBwmctZZV+t6WhRuhzYo7jC8tXuWdzlRP1KudnNrkYas5+5m7U7F6melOc23uUXBnGdo0eCjusYCyaWKG2hM0xF088xeDsacqPfIb1T38cM1zDbGwQqoqsdozqilFf8YlykxKZxUgU4Ml708176Ine2aSUOpGp6KO7aKz6rGuz6Mk8IiVFaSMGWkmcNLeWx82kVxTbIN5rceRakWnTVlkaLT1eL8+ZtR1qgFJt4jeuaraGI8ZVte28+v1+XDMhQkHyOo13jGtL1YheoLCypMGttVgmF2UmxBFMm7AVeS7DmahWV1GCd4jXMVbEWmF9oPaa+cU9fP4Tf8D68YfZO73AoYPHuOGmvcwuTKNnS3Svj91a5yvv/5+ZUZv0+vPtvVJaCASZ0hgUmRLLdk2c3VLdXiNzYeJe2XgfqxuwCMLiYxuig8jjsHmsWIqiiAQOzWg0ZKo/zThap2RxitZZF4fZI1tRBfKyZHZ+ByYSqrKvYiz3nJVLlmVyYm2mJIu/LEtsYnA0TZv5oBTWCOWv8TWJtdD4gPaWgDTvpnsFZW7Y2BqzMFNElliXRSmi1bAyUAy46zt/ioeeOMlj9z1AXmhuvOVmbto9w7SXBy7gmZvdy5FDu3DK8Od//Tjv+vGf5WO/9evsGj+Kz0JrbBMiFGNa47MIlcWp3BaKgTb77XolCZLqrFSlwZ+gng5M77jsHfGh5dhPQBAp6LQbqYrqAlGMUf5AQUjS6a5dNG1zF1FjTZI2civSFPe1m9BXWqi8KEWWZ2iVUdc1mxtDmjiRHCY2VTlfufeZ6QYoQwyUXSUCkrcZguok9+XaxJ8p0bOD7Z71XQM0iQSGNqHZ8dLnc+4LD7JgSvTsLmaqwPyrvoHl2Z3cWA+Zupyz967XET5/HzflURPMKLQOZKpHf991VEHhtpbpv+Bl1OeOY0+fItvawitN4Qusgiu5oxjDuLTkupsnUKrzU0lrTSRGxOhJG9NSjZVOskK0fQAJMirV021vclJzavI6pWRKmc7PpG0cTyRb1+IQWBd8oN205fMS75NuoaI08BgQ+f2k0wZCXFGkvmvXl/NeeijJqVEyb2GUpuCSni8J4NK7yXMTn6FOxj4dCcq0rkt05B8GrRwBy/X7F9moGorZAbt37eLtr30Bn31yxJX1TZazM6w/9QDXveTvce+n/ohx3WUD6X6l90nfezb0lX6eRg70RFIrigNxRYSOuOK9w0SIryxyMefzToQ0UQRvI4weIfVS4axAuAWiIG+0oaoqqkzTjzMxU+XXoC2mlEJnhjxl1tnEsJcXjDNZy9bNCGsDVVPTy4WlUjsLPmBtRWYKwBGMBKQ9S3M8ceIMt992FKGISZBwPuB0jnGeW9/9Ezz8lXu5/4F72XXdbbz7zS+LQnw1pZJmnw9CyjRBBpSsMrz4pv1cuLLKK974Fv7s/adY0ppDB3ZgmzWUqwgYLDkah3EW5wzWVZLd+EkMuiGQC6U5BBTCfQ9B6MRtMz+WqS5BCsHEAULAi/82VrL4ycOYHIUEpckmrGTntg20xE3Ru8SsklJYHjAVKymh+frkDZIqoWs4oV+UPZqmIcsLFCJCeebMOZFWjxVsCi6SUUdfDeei0rbMYuiW1AHeK3yS/YmCQWkuChLrzkemTScGCJOVZaevJElMtEkoPQde8QIWeotkdz/Boe9+F2ff+4dk6sNMvfKbWfirv2L57nvZGQJ5Jvc0c2IVrL2jWrvK/K0v4cD/8Rs8/Wefx5w9yeB5L8M+dB/FeEhlHFnQ/MFggzrXmLCd/ZWsj00UF5xky2VZTtOIKq2OATStt9TYb5Ut8BRZ3jovaq1a5lRiO2mtcdbR1J3QqjGGxvlI2VUYB36i0vl6HkqHCOdAmsBXKhPVBaTHkNaMTQrSeIyJgoyxsnPBp7SegOw5OvY/fQDvrMi+5Cb2RPP2dZsJ1EGbtiUqIo/BtNJB3otYrY8BTulAcIFcaxrAq4Bu4NSlK8xOzTLcOM/K+eNM9TVPPWI49/CjaFvjLl9irT9H1s+YzXOOX73QrlGJER3DEbbDpzqu6+5bad4n/i5IghYCqMSkdAQv54bXBO1xPjpV1g2ml8VELUQhXofOp7GjDYzJwdViBeG9sA2VIA7TvQF1bTHZ11C5pGw7qbGKLlsnDmmMJgm7hVDiQh17CZKJSz9AtZhwarqSGW4+dIDPP3acO150hAA0npaqO73nOhZvvpMH7/0804vX8/Z3vw3TbxhHXHRj0/GpBx5jYwzT/QLckIIhtg6M64YDBw5S5gWD+R288wd+kp/9qZ/mwS9eYNZb+pnmJUdnuOvmBaZUzVAptBtHlliDdT6aEEV2hhY7VZnr66A7P5kxRGjKRiZK2gx93MQSnqv8dnVarSHE0tN61+GsxEEneQpJrXodkLmfOPeilARkpUxki/zNKd1r2HJhXFfkeYHRGdZarl5dmdgkJDBaa1uWTsra82i2JD2j+JBJc0+wZC25eVEUrZzQpIqCwGKhhYfSsS0ApaxddX0z5SVZOvHECQ6//CauLo859APfxdWLV9hxx0sIn/8cfm432aVnMKYkCzI8qwKgc/LhGuMH7+GJH/nnbGyssHDHK3F/fTd6YRZ/YUwWLE4rruaBwsu9m6wm0r2aZBtqnSj4LgI1imAEFtJIMBF/+K7HIp7xCMkhsvOI64L4HtbaKMgq/cU8z+P7OVyEgbXW7ZzN1/tonGyWzoVnwcddkE2S8Hms6pM/U5hggyrVwYkyaZ/FxKu7rvLCRNIMBB3QylAmGwuQ+bCQvFIUHh+fL4eSmfEWqiSIvljL8SGADsz4MU88dZLppT1MT81Q12ucfPoUTTWmxDLVy9i4+jQMpli9cI4y6651ek6fPfCd1oVSCkciq7Pt55D63jFIRRp78ApHtx8Frxg3Db1MkuS6qekNSpTJ8M2YTOu2T1qlpETUb9HK4GNCm2UZ1aj+qpq4X5WKnE4KLX72IA9A02zPwvM8j1LQcXAw3nCNpigUVcRIvXfUjWJxdoq1jS18NA1SvkIBdT7Lsl5gfOoEY3K+6Ztew8oG7J7OuLzl+Oiffoi5fBbd67F75xJFX6NDTl0NCG6NUbXJl7/8JXbvPsyug/voT0/zwpfdzlc+8SDLfoit4eIjm3z60SvcdUOfb3rebsb4lnpsneC9IUQb0QSBxaG9dF2sTb0DK7YDqfFMF0CUUu2ifTZU0y0qyaizLIuoWvzdoOPwoOtsSuNhVAe5pV7Lsw95CEVn7FodyfkQFKur64yqcReM42xAd22kX5ScD9sBuonzkWvqIyS4PXA++wGUf9AOxHV9sI4+Lv2zLvhkOtBknpv376Z54gzVQc/JP/wjBjuWGP7xB/H9KW54052Mf/cMOkIQKUPMXA2NJqx5eo98hXJult3f+wOcKXdQ3vNRskgRH2dJcNVEYcROciWdTweJdDCqc44sZrFNI3YSk1I+RZa3My5KKTKTSQJS5GKHQQyqKbOduKbbv4Zt1/XawWIKE4OmJBnyObvEY+K6KKnugxeYCzrmWwqessZiNRTPofGhVeKWv4mv6yHgsL6RLL5pcCEGLvlwpPp3cqBSrqNuA2BiizmEiPRffv1XufOb3saBvfu4enmZrdGYZlqUjX0zYu3qVQ4euo7jjz1GaeCJh+5rr4dQPTxBp+qbtk1AaPv6beM/BGGd0kL2xHEF+eypnaGMboNx+nlSkA8htNP6SosKy3Bri/7UdDvCke6BtZYsl0aVmKR1AfHvOv6bgkvL4AnSJKrrKr6hQ4XAaDQi6O6h6B78xPbwrYilJsdrQz5Q5B7GdU2eaa677gi7X/Aq/vpLX6apNplZPMCtz3spfjTi8Ycf4w/f9zFe/orXcvTQ9digUC6wvHaVFx99PlNTJQZ46KHjNCtbHD5yAw99+W4efuRLvPSOV/Omd72DD332IS5WS5gwZKwDtqn40EnLF44/yfe+4XrysCrR3Nl2iKv1t0/YtJUmdNO4VggwQTxpAUr12sm0NK7TCEoqpyEkB0DVWgFAYnTEhesUytPqpBkdy3wUyoGJ0uKy4LdjtCAzJ5lOrJtrcxRFiVKKza0t1jbWpWlvfZuZam0IMYtSQF4UkS0XCI5Y5sfg3UhgUSRr2W5tTfapZNOAJJmh2D7jAeBcEx9I1RrRBTzBKrKg2Dxzll1jQ3byPISG8vIl9rztLVz56F9y8Q//mKm9S2RXVlDBobxCuagMQIYyGq8dVGOe+Vfv4eiHf43V2z9INcjQw0BjpCFca8hbk6gOltJKmE2TGWu78UvSSK4NRplW1iZtxEWkkra9OmNwzpKZDFTySurIIkLDNds2jSwzeNsxHttd9Ot8yHyZI880RD+nEEKrVuHpenNBS4Nbkr3o1qkUIVYr3gnqkHTIVHSo9M7HajYNHieyiMbFcXYXZM4s189KVtJuruVeT3owNekzRrKPQ+O0Z6repDSGp44/xuZWw879S5j+DLv39VCjDWhq1jc2WJyfw9uGPM9a3yh5T0WrijsBjaUqv02sYNuzH4JAdGkfQQWK3KBUhJ2VzOaQKUYbIyiNKKx4T5ZpXG3J8gy0wmRSvVgPC/OzeNuIhliElF0IjMdN7Md/DbDYeDxGG01RFhA6OKzX68sfZ8J8MUXOcDiMJxeoq4pMy9R+Ly9RWcQ5Y8POohiOPUtL81xdHfItb3gVxZ6b+MgXv4CygVtf/GIwGc889Qif+cuPsHffAV7x6rcyHo5YWd1g39JOTp8+w+rVFb64cplz5y6w2VQc3rOT17/xdXz60/dy+MZbOH/mJI88+CVueN4tvGCv4dKZEqcUxo8JRYlWnvWi5D98epXve1GOpZLmfCQda91RfCfLU3QWLXsdASPYppLeQEjSIjFbSg99m03H6VnpMRhCHDzUEwuqk/OXwbKAaKwpAvgkPSJViWzIOi6UbGIzyQjBtjTUa3EoDXXdcPHSZcbj8QR1VLzRgZhJeYo8F5lzJdmg1io66yAbnJdsbrsBXbw+JOUE6TcIpyIN3HYbageLRYuDIFPbgmspqcS9Z9exw8wvHGXGWS7vnWH0wKNc/IuPMsgNugno5StURlNiINcMlODXPjh0b4CdK9nacxOcf4zNn/59xjPT9MaWsLFJbRTGZxTK45SmLKRSe7bSBXQbvImzKnIEdCYwjEGSGJNnBDfBNgt64jUjamDUxGar2mFnBWKM5SY2UboKmmsEixWZkE4kAdIEbSPMHNXOoWMFBqkCCeCDJHbZpBcKBh/PL/VEm8aidJwLcwInKiTr9t6jco0OBpSP8kwTVPAAQUsSmO5DSNR4BWXcF9L6zrxn3BhcUzFtHB/5+P/D1K6DHLrjx1FLN7J5z5/gqyEz83s4s1Gj189w33/9BLrsiS+9od2o02iwmgx28evkYOVkZW6Qry2DVRF9ZjRBKwqTxapMEowkJ2Tr+LXx5JmirioWdiyyNRozGo6kWtFaVLTxZFq01fqZwXlL0M+9t3wV+ReP9r5lmqSLrZOkQKRNhhBaqYmqEkl+odN6RnWFQpEXgvGKqZGhMQX7lxZ4x5vfzLiqeOjk0/imYXZ6hmq8wWBqhvNnTnHLrbeisiksspHMzc1zzz1f5A2vfTW9THFw54CpmVne83O/xly/z+/+p//EkWO3cGVtk9179vP5z32GA4evY2mqlIwm6xOcjtae6YZa/ujBDd521FLrEteMW/fKyRvZ9o18aLPmxNzx8RpJU39SB6jLoLs2c1w08oS3vvDpvSBE+1ZZNKlcT1PnDhebwxalM4L32zbh9DpabYfTvt5HXTWcPXOeNHHcbZwdlOW9b8t02nMiWjYAsYHtkeABiRmVlH1V+zdNzPpSAE/Za1exbDdKaj9PCG0majVsPn2G4snTLD9ziYV8jtz2KMtAD0NjpUqfMSXKNuQY1nWgP8jpNYpqY8ig12PPXW9lqTnEAx/9MAdf9hpW7/4IKigyHORG5sWikV6gowin+5PowW0FgSKLBJokNZT6TVpr0MliQomCQ3zOffBxw5ZN0ijdysq32noqI2jVNrYnA5z5KvTS/7+OLG6eMn2ftSzNEKSCT9WZfD5xUQzIzI6iq+KTGkQn8hoTs2hGmJrgybE0ed/gJVAZLfbgSqU1qSTOKEOq8qTVEifMgsbEwV2jaVGJ+dlZTK74r7/3O+x7yV1U62MW9+3kYpnx6AOPYJqL5JXn3JXzDE89w449exitXuHycB0jFK+/Bd5OEKVCKRPbEyqavWmefau20cgzSUJt3dDr56KP5gNT/R4m6oypXk5ZaLw39HpCIBmOtlBKkxe56A4UJdoIOpCuNbFfp/xzr5X/JlXDBP2EoBmPR38jwKSfN01Dv99nY2ODfr9PaQzVaAxKUTdNmxPVzRjnPT/8nd8OgykevbLJhYun2LW4n6As99xzD9Ozi7zure/k9LkLlFmO8p4De5e49wufxa1d4mff8z9y17f+A158w2HKHF75ytfzoff/Ji6M2LX7AI0ZcDUEZmdnOf7ow0zN5dAMoPH4KXFp9D5WHHhGPcUXL17h+fNVhE0mhvyigZWPk/tpDgWiRAVMlK2qDcYgcyxNhHN06gGEbmjK6A4mm6yQut6LLK7Us2izciUsOeeEJpiyke6BTL2faxdcLl68SFEUbG2NwMumLpPxUZU4ZtVF9BNRCbhVsXGt6KwClIm+NRJo8J05HBBhSVHLnYTMOrJEonVG1l6IAdsJbOIRi4IaR9Eo5myP+aWD+Dwjx1GfPkWvN6DoZ4Q8Y2hritIwePnzyR48C8Mhm0bhM4PaWGPqsx/j8s/8HLO/8yZ2v/ourn7yjygaS1kRJTQU/TwXrb2JBCBBZKnn4r0karK+Ik0e6UXkEyKuqbGdNKnSa2RppmFiNkOrjKA6FmRKVjKT4ZRrg4wMXV6byqXfS6MB4HHbNlZZu6IMnijBEiw1ztnolRKlX4Pb9rwoHcS+WClCJlRuFSu4LBc4XSlkfkyriFBsH94NIUT2mDTFZT+Q5622oh+YdA8JHuMb5nbMY71m/shNOFeT9w1PPvQ4zdlPMbpyGmPA2ZrDL3oDF9THwQcGM4v4q1doYgDTUpq15yM7TOyzBBG4NBryIkNrkckf9ApMlpErCZZKaaytKeMz5hpHlhkqJ9BrYTKsb9BGqMTe1hS5oVcWKGej0KmiXxaYONzqIuw46PdEUkcbeoWmss8NuT93zwVhTSmlZLbF2tZoyDlLXbt2E0sXZDyW7HE4GjE1NU0WzXraBljMQvcsLrK4tI+vLA85e/YZ+r1p1tdWuXr5Mn66z63f8Dr683tYEM1D9u6c44knHmNtbZ3/+5d/mZ/+N79Ab3qW8xeXsRFzvO32l3L5wtOcPn2a/dddTwglszsWGW2ts3thAfbkqKohrAasmgICTdHge4FpfY7zYYnR5XPcsmOMcgavMywyLBSU6HzpCRkG5xJMM7G4CXHQMi6KZLCBgokeDlq3VcxkubvtQUl/FjyZwMzy3t5Hi1bV1syTqq8yjOjxXpqE1+pwzjGuxVc8RLxXhPMQzMw6yripJA2xZF4FSOBNCrNIZSdQaspOtzenTbSPDaELup6Aaywk2DGk1mxsrCePHB9QyuK9YfbgTgoWsUVgfuc+Sjyrt72Akd9k/0bB5up5OHUG7wo273+Qnh0Q8kBGIK8GBD1m9cn7KH/yhyj/0fdy33/4PxnP3ka+cQ+PLT6PKf8FGtMDVoHZltSQnhupSORjtvMbejtRI3iRCGq/F0CbblMMIcTJ6jJ6ztM6m9qmwWRddexsaHuCKajUtShxZH8je/76HN3n9mhMq2AdQqo2PLHLgkc2SO98O0yblYVAg1GhunEBgqGxI3wmA9HaO3SRWGOaxqXKVSo4TyIBKFwUzUzkHFHRdm2w1UF6GB5QWvYzoXVDEzwZ0/RDgQ+rEHYx2neM17/qDvLjD/IHK6fp93K8yrm4FRiqGbK180zv3kl+8jHKXs50FlDFQPqTXoJmkZsWHdJao2PwNEoqV+caNAGtHTODHOejLQEZtvG4IM+ABgxSEassw8RmXlAKFxSZhjzLI/stKt/Hfbvf78n+nRl08Dhg1NRMTc8w3hw/5z3+qpVLG0VtiMwMUVJNrI70O50mlG2HuVIZnzJ6EQy0lEWPt7/pTTC7xPEvfpJ+OQDnqFzN4tIiN7/0ToLpROSxAAAgAElEQVQqWFtfY3p6mj17lnjkwa+QhRpXDdm5tJup6SkwmrxXgvWsXz3PbKG5cukK83uOyc0whvkdO9hYW2Fhdpas8Fg8eofD1xsEm+PCADc2LJcH2dNfRqklVqurTPcsJjSUVhwBVRAPiCZ0mVQ6Z5ioclpM1CcsZqIpr9vqLcTX3HadIy3k2VBFCNKkk6vYMYA6GKxj1qi4S3VNwGs356IwhCC01skyPxDaYOK9b4cg0+dPBkaSCYrYKBMN3bR2YILNpGPmTvc+k7BACB3hQhhHSiDeNByngKApQqA3rNkqV9lbz2NXLhNGFfmFs9jRBpdn5+i7IYWrCcaw9x1/n7VP/zVcuoLRNSvlLFNNRoHBrl4mnLiIvXCWxX/3Y6xN/2/syDwzP/oq1pQn2DnI/LZEoh2ETTkI24kZCe6UU+7uffrlyQCUnsnUf0vvI7baaQYrjRB0Q5TGGHq9Xuvbfi2OZJuBynHWUZSG4MGYous7IPdU9CgDXqckwQlRJCWrytBYG2nNltrGYWevRCswQo3eO/Fx8Y6AihB2rPBdaJUu4kWLfjHyHNngSHqxqV+V3t+qHqHYYt30OKwWufUbX8XYDLj7I59hMJPzwpe8ApQmDw07Tj/Ekr6Npx91VFeXmZ3OQWcoLfJZPa3IIxU9i3p4OpKlOphb9AeLXk/6vCFQR/v1zgxNxeo+oIwYfYFwR20cGs0iqpCbTAJPhBWttZRF0cJgMi5QREha7kxy9n2u4zmDSxNxYK0zRlWNMUn6IIsRNWuppnneNbmSbIyNPt5dcScMoe/59neRZSWfeeBhjDZM9/sSlMY1+4/dCPkOXn7nN7C8cgXlGp5+8gk0jsGOXdzxja+lnJrn+IlT3HTLLCabwgfLwiDj137l53nXd3w3ZnoPxdQUuSmohiM2N4Zcf3AGrTZRRQk64dsVhhqFxnrDKbeHHSrHD1e5UY/I8GyaHB2sNM28i3Lc2xtrqXHfBdjIjjJCr03IVIhVW/d3nWpxgsAmWyTCGiPulJqgZaG3dM22txFayE0E6vy2jetaHcPxSAJhZPekgJDYLUlaIvUE/kaPSIsgpfchsugiJEki7nTKBN4n22LagG4y0/ZzJgPNpHupj3R5pQJVsLxo9z6ue8ObMSPY+tyD7HrtyxlhmRtXeBTZzDQrn72f/htfj9OWSz/+HrxXFKah920/SP73/yGjvmZ6Y43V97yH7PEHKV5yKxd+6T9i/+0vkNWWFy3cxmdWv4Q2I1wo2nu/jTJNup8JIk2fXViLWmuZdWlnzzoWZzqv1MAXoohqBVaTeoT34kkySXiYvC5aa1y4NgFmZlCI1Iu15EUmEiq2wXqpOmX/EAp7iHp/aT1bFynIGKx1GCPJmlcBH5ma1jlq2+C8yMZYH1Ahi5twB0fKte/WSgr0WdToMHHIsN+TzbYsCoHCMoOzDT7AeMty59t+iI3NZR778me5+oFf5dAtL2Xu4M1k9QxD5Vm7dI7V809z7vhjzC7OcvRF38iZ0yeYOfcIufYyFK4NYlmhAQm6TDwfac9xPtDYwNZoiIrNttKnmUIDStAVHYOT0kLKsla0CouioK5lQFeSOS3Dzy20JhTxLM8mrgux1yxoQVPZloz0dx3PGVySPlWWGcDKyccH3zorkAed+u6kPpKwnYSe20TVV6WgzArKvCRMzXPuwt3s3rETQsOlS5c5fMPzyfrzHD52E8urq+zcscDjj3yFK5cv8o2vuJMXH9uDAo4e3scXv/QgFy+cJ798WTDYtQvs2X+UXfuOUQXFqHKovCYAczNTOJMJBms9hgJlttDKyFCcUkwrsNoQ3CI+28czW6d54/U76PcCX37yJM4UKK/isHzHWlJtNCcuAhUblK5r/Lcb5ESDfeLvnt10T5h4ok+m6uNvbCjBt2ZQITKEpKpSMciEawiK0fZEWmjOiDaSsJPke+ZZgWUyuHSbfxdU0s+A6AwYN4ZYQSrTVYMqDq6mJutk8IJuxkYIB1A0sH/Vov/iONU3H2Pw9DOc/r8eRS1NMygUnLqMPriLhR/8TkxWMqRAv/rV5J/4K6wONK98EcFUwBRbs7to3vteeN9vcOHSKY7+03/GsvU0KufQT/1rNv752+hrRUlXfU3CyZM5wGRF2kSRQa2lMoQQodaYVSPLS+usTTasi/a1E72YEAQ/R08kP7qzu+2qqWvDLqzrGoKOVsJVvN/SHyKqXWR5chT1ZPG85HOnmTQrA8jWRlFKEWpsrMyeJUekpvGRNFMhLrKyZrJSKNsSNLKWgVbmBUUuKsh5nslnmRh+FfKOwM7ew0YRuPDk3Zx+/AGKcpG9x46iA4yXr3Lm/Dms3WDr6nnq0YiZXLNx7hSjs0+z4+YXMz0YYEJFYcTbKsSBdeecBEGfIHiLdU4UjEMMgLmoE2sNZZ7jvY3MQkk2XVpX8ffzPI+EkrTGBFI2WkvfLvafikJYmkn8lonnKbm+Wt+0EO7fdTx3z8WByogfWrIip0QDiig0p1VXWuvICc/yHGcbqqamyEvKQspW7+EfvfvbGKP50iOPMzCK2ekBSgWePHUOPZhnYe8RNlavcMuxF/LUY09T6MD+ndN8yze9hl/8zd9mbn6eHfPzLO3axfQgI9clF595nI997BN814+/h7Nnz7G07yDZwNDLNavn1zl04CCPPPgIKutjQkauPMoNBH4JXiow7SnzEYtZj+HmEhbPh546z4+8eDe3X3+Ae544jdUGGoNXttsElca7ZiJARJMx6DwlImPFRo2eEDyZUhGqyLZtsO21R+N8EwONzMooLza2Siny+CC0WWiqYkibtEBielvo+zofsXpKD2k6J4WijE1qFTrV6WdPq4cgApapYxVn5ARf9j5i7iZWK3HQLU38ew+NbQM+qlMPTvRnFSIFXMnk8tvf8nbMypj1tZrqdz/J4pvv4qCvuPiZ+9igILv+MMXe3YQwYCNUOJPjv+NtbP7lw8y/Yh++N0+oa9CBLaMpmh76+36Eea1YRtO4ES5o0AXv/onf4IM///34DFTQ6AxGwVP6rhJFa5JabRtonSMzBSEoam8pVb4t+HgfwIh6Q7quzrp2dvbZwbvzpO96XkmZWZ7jawOjCk8lPR/SG/Te0XiLj4OPOkLFzsn+0jK9MCjVkBlxEs36PbQWl83eQMfzzNp+pAuOprK44PGedlAaUt8u9eg0JiYoSnW9L2Ehio+MVMwBp3oEGka1YnZmN1fPnWd6fi+9XQfYd8tLed1dt/Pgo6c4v7KKyfaxsHcf3/jSW/md9/06c71ZmvEGVx5/GJX32VwfUiBjHVlZkmFljkpnaB1hqn4uXjwT8yy2iZBVZrBefGjqStCioDQ+dnWlZ4yIAYeAj/ddBS17oBIiR6Y1jXWUedHaNPgYhIosi7282PPVml7+NQQX4FlNfKEjZ1mcL4D4hoqq7qaC5eHWaGUYj8eovIf2nlfe/nIIgZNX1njm7FluOHSQLMu4urzCbS+/g5mdu7HDFW6981VcurTB5TMP89g9n+MPfu+P+Zlf+fecP/00F89nzC/sohqPyDPFifs/yyc/+Ql+6F/9KhfPnuLwsetl6t9avM+oPIRmnS+uFuLhbhzYPtqO0cqjgscoyEzO3KUvsWPpCPuWFnn43E7mdMn7vvwU/8PtSzxkclbcGBWyuOMlanJkNHlpFLYZd3Dt74X4f++kPRmCNLwTVNhVM6CiJ7YP2yGtJFq4HUZS3c8A0kAdeiLbuHZDlKQNTHdyNPiErU/AeX67oVV3PmljS8wfmVMQTTXiucqENYl6nejaMbgm0cZklyCNazmaaKRlvaexlpmVdfobjvHFywz6AxSO0U1HmHn+DSx4w/Inv0jvTbczwuFDhrEepQdk7/0Z9owC5/sZtbZY79C/9T6y7/tRXKlofBxi9AJ7OgW9+cO8+Z/8Oz743h+nj8diKGwgK4ttEGaiDKecoChFMNNHOEOF7RIhKbNvJqTyE3SWYMltMijtrerUAtLv5HmOVtdmvdgm2hibgAmBoAwmKGaLnKLMWVjcwcz0DINBnzwXyCfLDHlu8F7IB824IgRRyajrBltbtqoabwPD8Vj6DQp8yPFTgdqJZ5T4wUhAUcrEXlZSEp4g1MR/l4UmJfBBQUPOjFtjo38EPRxjtWFufhe9PXvwxU7OXB7y+x/5HPNTmitXN8lyQ7Bj/t8PfpjZmQUKFVhZ9di6QpmMxd37eOKh+9DBUgA2K6BpKDOH1hllnrXPTvCh1aSzzlNbS1XLBLKO0LE4mEKC75vYAzVGkKeqriHA5mjETL8nia+1mDwXeX0Uvazs5tQUbdXYNE10Nc3b/efvOr76hL6O+LUWdkGIJVueJ0OqLvNOWdAkjut9IAuO2alpbrnxGE6XnLtyHoLD5DlbW1ucvnCR/b1FZvcavvmNr+eJ0xdYW95g9+Isv/aXn+JVb3s7Tg04dfI+Dl13hOXlq+At5596kk986E94z8/9OnkWWNq7D5ALPHaOol8yU/ZYyh3Lgz2UrsHpMV6VGC0DjRkir2Jtw2aYYraueOdRz9q4z8VlQzHYwZmxlMEiuliCr1tMvEmNUWgDQiIuTh6SdWWCn6cs/VmbawhdU1fGOCP01bpMiqZWx7SBtBHrqHCKF22p7u+uXeUigcy0TZYQdedGo3HrlAkTWTkdVJU2TB8fePGncG2vJYRAE4cE04VKwaQdOqUL1O0moSaCd5RQqOsxb/yG1zBzwwvwjWfhZYZ5NJuFYg0jfh9qyNwN+5kbG8ZZRqWF2OEIDFyPS/NTbOWKKRvorW9h//wTDJ+5Su9//xWCCtL/aSxeKXSWofSY3v6jlGODyhvwAiknGnVHRY4JQnRDLHPJwBOzK4TkZxKVvYPGBhlGbRv4IU5ETVyTpMW2rQeruoomaY09Owh9vY6/d9dtzM5O0+sX5KX4txMcRkkFoyMbSvYS0z4vslYEfm1y8YTPGkfROMZVQ9lv4gZoJrS/ZP3YZkTVWHGFrC217VTQXfvVxXvSSODRE30/o2isx7kxK77Eu4wmmyPHc7WYY4+eAbuG8w0rIwXjaZpqi1yVjIdbMqBtNd5vMDUzix2OME3GhUvLvPUd7+bjH/1zCrtOUUjAy+Ock3PJgqCR9UzANZ5R3QhlW4kKhDhqusgsFbdVuf+KpraUPUWwjrpu6PWKFn1poty+aBaqbfOLIQR6/T6uachikWGtpbEKzXMnIs9duagkUy43MWiLQqyLVYRAVKI0KjB5holCha3yaNUwKAq+41vfgXEVq6Zg+coVjuzfzWDQZ3ltnX0HDjO/cyfv/La38ME/+xR79h1huHqG6/bv5d/83C+xvDZmsHcP935qhXvvu8IrX/Vazpw6zQd//z/zix/4U/xwzDh4QDKxw9cd4PQzp1H1CKUaLpx/Cr3jJZjqPL1+hm88zhWo4KAZozUUQ08ZFIuzM9x58w4eO3eK40XJiQs38ruPPEJvmDGfKRRDTLTeTU3GrkGbNjn5r4V8Ji+pErVS0DTeRRy9m9APSJYRIs158lFPQSQpHm/vXYjPy2TAutaHfL5AXQscamKjsCzLvxHitkNiMcjQNS2F7WTjZkL3ADUi5aKNkY0ysiWeHajTawmsYukk3eUa76k0Z/74I/SzkjJo7GCauRv2Eq4/QKkKXOOwu+cYajClxjcZlckp0YwzjfIV2pYMDdx65QoPPe8Y+aP3UbgRddYnBMfR66Y4cXIdlfe5adVy/nfex5tf/k382f0fJrfgMy/nE2HlroroGInjcUVmTOvnkYgSCQ/3zhGU+IBIK0Zt24hbtmeiPtPBHcF3DEPvBZbR12iIcvfe2ZgZO+pmHO+bJ89ykSEx0i+p6xprK4JXbG3WrKysUpSGspQeSSLNOOeoqpGomltHE5wwK72oFo/HQxobqKoGaz2jcR0ZjCaOFAj07BCIsfEyl5JIFPKcGbbGlkr1WXjZNzN85G7KhZ2Y2V1cd+AA9bjC+b7MiwTNysYVGqvIen0aZ3jtG97Ihz/xCez58xRT05BlVHXF3v37eOiZC3zHf/+TfOS9/5YQPC4oquEQ62VfsdZFenF0yg1CS86NCN5mWfTGiYSa9BwIScO2/StRtnf0yhJbVfR6BePxkKyI1ONSCCfJAtsYQZ8yLfpiOkLedR1lhp7j+CrBReAN7z3YBrTCagV1DZmRRn9bjkfGSlr8SoM2ZFXNu97+FrSrqZziKyeP0wTHjoVF8IHT585z4w0388a3vpOPf+wzvOr1ryEMt/jUifv5yV/+Ob7n+3+QhV1LrJ07yWBuF3fc9gIunjjOf/mt3+YXfvP9ZFrzyDPPcOjgfnbu2k3wltPPPI3Ke2wsX+X6xR6/fWKBndNT1IM+/akBm5ubzOmcxsJStcrsvmNceeRLbO7cx+rWkPWx4m23zvLwlYIPG8+ps/sIeY+ZzcdQXuFDTXC6bRy3bB0d7Ugngk36uYQYEcQ0UWEUVLdJPHs2poWGZNjTZBkmSs0k8KhlY6XGuNJtz0FPDNFdqyOxnjItdZf1nqauGAxELshZJ2xDrSVDJLTy6GgV2V8mZvFRFym4OLALIWiIm7D3Xlh+YTvTJwWVRG+WBzX+3EGFZ6k3x5TyqAN7mR4rRuubDC9dZPniWbKPf5pRrtEvvJHiNX+PYbDcecttfOH+B9AeGqPxQWFCjqJAB8PVwYDB0ydQPqN5+H6aF95GP5/m+MmGJtPs+533sv4nH2ZXvcncrOHP5jxejzDW4I1qqxb5vB39uNVBSxWaUqThZUK3TrwXl9h0rxsrsj8pWDXJ9sEEvBLmIRDfS+RgFBl5nrMx3Lgma2XH4mKXmOkoAZ9nkORrEDkS0Zar8Sh2Ts0yvzgX1Xgl0FrXxPEHR5bn0d44uWxmoGE4rhhVMBpahlVDVdVsbo23XesEHytkuNTkikwXlKYQlQZTYFzDVK7Y96Z/zPmHP4cfzGIO3cqe572M6vjnMFPTuPEGjEB7y6BQ9KczNpsaV2/xzLnT3HTT87i8fAnvhuh8ChhjUWAKnnzqHLPHXsTGiQcJocFjKIoMnWg5QVPZRmxOALRu3ThtVKdIenEhBDJNpOwrEk/DGEO/14sN/oLGO/K8bFseTQO9qKbirPSk87IgTKh6ew+19/QnhFT/tuO5YTHVZYEheJSXDVIDde2xthEceLIp2+5lwi9/4fNuYq7fo7Y1tcu4cPkKhcnYGo7w3jPoTWEN1NWQhZ372FpdY/PqZfbsPYD3mo99/JMcOXaUqf4UL37Zixmur/D+3/nP/ON/8qMs7d3Hk0+d4MjRw+TKkBnFpasr9HoDerpm0405/vBx6kNvxJ27yOz0gLxX4oOlp/tkvuH6/Ye5vDEi7/fpqYpsY42zl9bYNx24daHmgXMjVqd2s+4Do5kbyNcfIHcGS1IjnWRT0PZg0oaxrUkfBAN2gPJeBgTja0xO76daR0UmSJKBEfvgrs/SVi0BgksSMJFRpbr3vFZH1GMVaQkVsI2liFpaoh+WBkwniQsxSOqJai0kyY6Jvkn0ZOkqte06YunvnPeRYaVlyE5JVRgAaxzKNdw6dZDV1XXUa76BrTxH1UF6GjiyqqEuNVc+8GH2ochjlua8JmjBn43WBAwghm6ndu1ktkYMo47eSOEyhlnJ3HiZte/5QaZ+4qdxH/sTlHcY18OOYTzt2YEQOpLsy6QisVLiyRKci6zLDiFooT+tJ6wHYp+OeG0i/Jp6Md5PTLLjJpIPjVad3llm8q/X8th2bGxsUtciBKuVIi9KShRFkZPlkoBkRU6uDTZYiqIX9fyEru28Y2tzi9A4/Di0kHxlLVXd0FhFbcc0lRXa7mbDcFxRVTUueIyW88zyFFx0Cy0nZl5K+ozOUcHjtMJ6w/qj91NYJQiw9+Q6ZytoZhYPcfXLXySfnmJuxyJKwVYzxm8tU37Du7hgPW96+8v54JNPY5efxIeKotdjc3OTrK+om5qXvPNH+Mj/+v3Sf417AkpkfFQGed7DO6kqrA801hO0SOI459C5lnzfaNC0igYJ+gQoez2U0mLlYB39oic94BBnGIuc4ASZSfNSvbJH4xsR023ZwF+Dtlgy3gHBar0KGNU1S73vLFPTwvU+qttqzbTWvPqOl0vGWNdUQXwClvbtZX1ziyvLK+xYXOTYjbdx791f4C3f+t/x1COPsmELyqLgu7/ne/nyvffgHbz69W/gfb/8Szz0yMP863//ayzs2sO4cuxe2k2/16MsSy5evMT8/ALBW545/iS3HF3gr6bfwrFiLyeeOcXi/BwqshyULljKG+ZmNA9dPct10xnzRw+inrzEIycvUFy3i9npjNt3KZzxnF5Z4PIlx+Hdt7N17n5CEKpxaKmzHh0QgbuIzSu6nkIHcAVhqGktVENkU06s5SRL0gaPOLfhA2gTCN7glUfFuQYViMwO3W7K0G3M15ArRmPBaw9GFHvzXEifosogpbybgGKkTNfxBABcrFCis6Dq5IUgUo1t4tYLJf7ZM0eBQJ5lQtvMC2lE6jjrUmdM6wy9bx/25S8F79DW4U+cYfXBxzHHlug/fo6pV72I69/+eq42FuM99z38qARBrZmb38HGsKIJUcrcKCh6rHzgz8myhsyUmDxQqIqr/+KHWFAFlz5/N3t+9hdo/qd/Smgqbjv6PB46+yibuqAgUIe6fYi3wZohaZAp7MS9dYhUemObdlVNViqhZY4l+FTWR4JyFUocPSPUESK1VqbAv96rRI4dc7M0tWdlbQPnJciMRyOqekyW5RApsmMkMK5viDBunhsZa9BKRCidYVwHqlHDeNwwHFrqylI3lsamqtdR9nLQnrI01I2lrhyoScmkNKQrXftJ6SRPmpUx7H/JXTxx4iwL0/OwdITZfddz+ZmHMP09XD15GrvvMLuWlth3YD+z0wN6ZcFytcbW6fNUYcz7/+NTTGcDenMH2bjwOKY3xa7ZHawPtxhurTK963q2hpZaOUqI6saaLINCaWGJxgSzVIqyL3MnkyiK7MkZzlcUWbENdk0jIY1tyHQuQ6ZEnV0C47pm4Ae4aLaGUmiTia4ZHYSqlP7azMJa/nN0h7Mh4GzVSrrIjZmwUiU1KCXif8tb3kRwnvHIMfI1ppzDI2W7VYrllTV2HzjAzTe9iCeOP8yZc+epnKEXxhw8eoT9c5rv+Na38oWHnuKe+77MwRfcyJu//ds4eOR6lNY88OVHuenmo/R6JStrq8zMzgm7TWnKkWXlzBMUB16MvzpEKUW/lHKv1+/hveb2wwusXDqJ0YHn7Z9jlBdcMNNcuLrO1R2aMltkZALXzTqCy3n66hJMX8YGg3JjApnguhGP9c7hiQ33kOi0USwvXiJhycYNJAaXRLmUxd3BG13Gvn3YstV/CrSZXGgJA+3clbzfNQwvW1tb5HlOPj0lLBXbRK2rWF0RJpKQpGzQDVdqY9pMnMQC08LiSUq53bVJm6nQa1tRxwh1tFbIYQKmVGPmNxvU2bNkL3w+mJKiGrN673GcbVgIfRqXoVTBlZ68Vm4K6saJirbOWV4f0qicTMuck0bgNqMDuZ+m1jMQLL2mx8tf+0rOfuBTrO+bY2nXIZ684SY2j9zCi44d4wt/9i+ZqkY4cpGRf9ZAZOqrJcZTgvg6FhNiyhfPbbs6QUosFMkaW15co8x2wUG/7d+iQHEtjmo8QuucsixZXR+jrUUrhSky6qruxE2VSE9B1FcrCgoPVVNNVKo1YrIm1XFeGJSGshQNRGsb8rqhqHtUVS19JecJqgAl0KwNPmLStNRsneU0tsF7i6s0jV9n3/4beOz+hygO3sLU4etYP/ME+29/Hd/67jsZ7JohC5L8lcAgCBOuMoYQalxT0mSBsWt4+sRZPvXzv0W9fgZrawZTU2RG0axcgaDJejm5d+RFKZu7d3E+BTCRORaZmQFPrkUGBxR5XhIUolTgnVCwm6hk4BxZJjI3eb9Ea+nxWW8pi5IsK9vJfEVXNHSIwcTArf0agks0uCb5kGQixIBzNSBClSEEbN2QGY3KsqgcGnjLa1/FbGaobMOmG7O1NmL+BXtQHkbjWmxc6xHa9BnWW+w8cAiCZmrQI1cll8+f58ihg0zNTnHXK17IsaPXcWF5lf7UgNF4TG4Kjl5/mKnpGTa31sm0QWOYmjU8cd9JDu3Y5IujGwkrG9x74nF8UNTOUxrDjl6fnb2S6/f1+cu1BQ7uXuN8ZZit1iFoTH+GjVrx1KUxTjsOTheYzSusHNjP6QsNuw7dxqWn7mHaBvHyUAEdWVptRj6xmbYqYmpiAnsyAoRAAhxlv+gCTOrXJBYaWqGDNB91rH5UzDrlpkMHqwmcea2OqmpwLtCMK4qioChzTCEDpV4l1YDkUJpmYaJ/uVLtwxPSeadMPa63lNB0U/YpKxf3xoBvhQYBqqZGKyVNTqWpMsfz3/WdTA2mmRnB5gNfoT81Rdi/i3kVMOPA7PwUU6uOp2dgqgCXl3idgS5pQkYICnyDRaFMjkOBF7isVhbCFlYXZHbIA3/4ebQZs/ed38nplRX4hz/Mxff/NlPNBXojhU9DyCprm68py0yBJT3UYh4Wm/NOlI9lUC71LaRZb5TM9DTWYoE8z8i1aftOGtU2/qXPk65XN2NzLY4s61HZBp1p+mWPEAL1eMh4PMZ7+Rwm12K3izTelTKsrqzSK0vW1tYIAXxjseNAXUdPFzJAJGOcb6ibCmsdVS2wWd04GgeNj4KvXq6np1OJDkECrR0PY9Kisb6mrhv+8qMf4oUvu4OHHnyUn/zVX8JP1ZTTA3rBUSmDU56eDAOI7AyKLDgeuPcix156kEoFxnnB7E3X8eqf+1k2l6HILH/6w9/HjNpkdPKT3PkdP8Ln/+AXqegzHlY4t9WujaLI0Drb5l/T+kllYiuglbx/UzcQ4S5tiDpkmiwrCIXMx6C0oCxa1k2elRAN+lBig+BshC7zrFVcCSGwORo+95UgwNgAACAASURBVD1+rh8aY1rfiKCCfE5kcCmJNTZNI+5paJQPTOWGb3vrG8lCwHvR+fHWsTUcc2znEs45toYjer1AQFP0BiyvLHP42DEy1WPcXJJApTWXrqxx7ux5xrZhfnEP8wuLbG5uYq1lNKyYnp5mY2ODELXOykxz6unTHJ7f4KOPL6EOH+KpEyc5v7aO0j02tzYJvR4bQ81rjkxz7soGy2sb/C+vvoHfuv8c1199hsvA0o4eKjieWdnk4PwAwph+v8cd2WWycY/T1UHCgmPt6glm3Xm0VtQYclIPRh5ipTqtMYh75SRmHjNPF0LsC0z2IkJrPqbavwmAYPCy+Uiwz1pfhZT1EqsbjVLXLrhkRoFraOK6GI8NW2qTvMjp9fv0B32aqsJZL706pIobV2Myk7dClGko1HsbaZiOPO+o1VqlKemumosuU/GaCL1SuP8y9KpR5HVJeeE046eu8PhWw8ziPCELVMOaHUsLbKxvkN18iNHxk3BogdHICXzZK1EhoLyTuSitaAiRrSZBs1GJyacJtmGr2MHcLUcJjz9JP7Mc/9l/xu53fxfFd30/z+/1uf0rf8Fn8jE9n2YYfFfFtutDEg3vJiq4VKnEbDQJXAZAebFj8BP0bRuDTPABM5F5dq+fRCxlrens2gSYja2RiGo6Rx2TgKLfo59NY0xGliWLjkZow3UV51PGrK9uoLVha0tYZnXVRLZYYFSP49yLwzmwTaCyFaPREKUyqnGFC5LV50b6wpLHKDIjascKKPJM5ouCIwRPTU5TV+S7d/OGH/0XvL7cjR97zjx5gT3XLTK/f46KAEHa715JwJIgA9mmp9yEZibQiiIpDdri65I3/Mz7OfPgJ7h4958wbaYoB7P08rK9XlpL/0/s5bMWEQFRZlfatPtHnuWgYDgkkh2EZAOBuhF5Lq2kx1MUyTRMekyNd+gGxqMx0zMDGSWJ1tHO+TahEwuDr6GhL05ukdaIasvGEDPtlF17ZHH3g+cffOs7CPVY/BSUSGTbumFzY5PNrS2sc1jrGI0qTCYc/qapUErod70yj17hctOrsaJpRNF04/Iyw9EmVVWxZ89+gbr6fbSB9dU1MgIbl8+yvn6Ok+U3sri2xjOr6zhr0JkFpbFNjctzvvLEaY7sXeDI9JhHV4ccmp7lxP1nmF0YcOriCoOlko06sDHaZC7PObD3AOub/x9vbx5t2XXXd372cIZ775urXs2lkqo0W7Yk25I8gk08YAMGHEICJCFMMYR2h+6QkISwOhBoSNMJAdJp7EU7TrehgRAMNm2btmPa2MaTLEu2NZZUVap5evMdzjl76j/2PufeUoiUtYzrrCWVnqrerXvP22fv3+/7/f6+3w3ePNjmk+urfP5cj7B0DH15k4EfxoFBkaxa0mJtOYA2HbHlHiCJlX0UR8y2ntDCWuKarqOtNFsRQfR4S9BbpHFR+I6/mM4sXD9CHx8S05SEC2nRj0cT6toknFZ18E7HLYgYdW19zNe4lsyPstMQ2lkQkgUPM/knJsp3nUdnOsluU2ck4sNhraPSDdncMvab72ReQjauKXRJrjIuf+AjyNOXWDn4Js6fepL519yHKzKCiIaKMkVO50rykrvu4sHHTiV5c6zoLAnSDFDIuIb9W7+LfvVBLp58jPve+nq2nnqU/p9+mPHGZbJ9y/TqdVQRM+SDC8i0aWitu/XSDs91/Foi7JUQmHCtCWYLJcVAw9jxhqTai+aM16Zdzq6pFvKw16kW2dkZxvEFpegVJVmRQ7LuGU/GaJXjfYiBhckSxphI0MeCpMGHaCMzGo0wxlFNGsYTQ9MYauNQMh4YeZFHZasT9Ht9qsbQWEuuI3xtfAofa5exT8aXCTVwztBYRz2xPPCGt2LJyTe3uXp6k9tuPsKly1cR+xcRygPtfE0rI4EiKA6+71E23v0F+r/1nWgRA76khD1fPcPFx04y2HiaA3/0CxQ//XsMNx5F/lHBpKi7n5dSiqBFcqZoZgRDEQ53JuYOSSlxZoyX0XfNuVicyCwadbYweStNn5W/K6VxweJcLNysNZR52cHYeR4PGWsdSr+w98fzHy7twJ6MDr6xumnJxpkMEim5cXUXb7j/flRwGKHIy4KdnSHOwahy0elTFFR1lSJ6Yyrc5asXuCt/KffsX+axNVA+Iw+BoXGRjBWwe+8eFnfvor6wRllopCyRmaanNFbUmEawuLTEpz/2xxzpO379wj5Y2uHZS1sRjxUgvEAV8UGtqjEnG8cza2Pe+YpdrIU5bt434Um9wIlLQ25d6jPxgaEtkNmIrcrSrJ9HCUd/bsChSxc5ecMBzj6zwdbgdsToYXSw1EGixdRQsfXqEd1GGmEbIVMyo4i69XZWI9pQtAFFNlXecYG3MBAQF74PsQ0OASVFhD2kTJtPq1gDXnAJ/CVeQiT+QF3T9bYHyvrGBoLocTQ3PyDP82sgwG4OJW1wSrXDo9GGnxmRQpsUGFplng+gZSKsI49jrceYKRfRc5Lh0yfZd2WLzzz8Jfp5wdLyErv27GX55v0Mbr8JN7JcuLROaQxZmRGSDbxzETaw2Tyf/8rTyCwSpR7HpB6i8kUInqAE9Af0M8vlI3ew9DN3o/+vd/GVP/4Qvb5jZXPEMJccLvfzydEWXsc8DZUpCDFKYXawcjauQhBtcFT6/LnSneQ6DlImODStPxJ81hY0jqmybnYepoXgvDfXzf5lcWHA2DTkIYYSDuthhK/qOhpThhFSQlbkCOUo8oKyLHE9i7OOAT3qxiJkYH6hH+dgRmPquqZuHI0logLeMakbrJU0DiZNlCpHddnUwNKHpuNBtdYY65NgBLwLeCUQ3nHbHS9ibmeHU9tDts6ssdsF/uw/f5Tb7v3RWESm4V/IkEGgRMAAW3mgDBPyINgkIhNBQ/OrH4TxVfYW72fY1Jz+0PsYHzzEmlmnCDlKyeReDFuTZiaSQcVuNQh8qGPBodqCE8DiTYL4gsMmJ2edxTWjpMK2zsYBsiweQJ6A85J+v0Sq1nEjvnar1ovVbwqee57r+WGxGIeIb1+UdLh4sMKjnKfGcmiwzFvuux+VKWSWIVzDzs4Ow81tJrUDlSO15NSjX6Sqaoq8wDpo6obtzU0OHDrKu97/Cb7r217PZmURmSZHsrJrN6LsYUWcQN67a4kzF86xun9PdArwQ3AFsgg8/OlPIicX+bWHFeeXd2GffRahkzJMyRjXKSBXgjJTeC24d86xd77PG198iP/wm+9lvuxx4w0rDPwm5y9ssH+lwDlFo6AeTpgrc3TlKHLP/Qvn4JbDXDhlGI33MmevINB41aQhvxl5aDKfi4Rbu3Gkr9NaaOEcoIO9QiQo0n3vfguVKvuQZkCc96ktjrBKrEiiRXgLo1yPS6Q3qFSa0m9dAyBuvD660hlj2FjfRCSydm5ubvpQpLM0KsVI0GsTux6VwtnaAyYd2lprkElVZ5KDsHcp5XDGCFAoVnsDJgeWue1l3w/bOxQ6YyInnPmV97K6sovi276RkTF4leNVBkITvIIEj9jJBF30IiEsJSJIhOoRZA5EAlYoiw8NNgtMhET/6I+x8Jbv4Mr/+wG2P/QRlt/4nehvfhv5P34zvlOHhfYOPkfUkcK/mCn2oDuAZgUSrX1JdyOVxARPNgObxmIQlI5wSLTnif5aQkQ+5npcm1sjvK2YuIAq5hAiEvZKB5QuqCvb8UvWBybjbSaTBqEyGhMQIUJlwcVKujHRrNK4ODQrVAqoCwFrHONxgxTRWt6H2LG0cdlSq+jVQ+yejXfxdUJyhmgcTkQX4vGlK5z/+FcY9fssvOLllLft5b7d34IhbaZCINHk3pP72L9UWjAZblH2SpQQZIAVoBycHNTcuClZ+9F/yc7P/jDbn/0op198O8FlBDVFHkKAPC+mQpj0HBDifuASJCzEFCVBCYQTKJF1gYJS6Bg6piQhoRw+xPwa5z1aKeq6Ju+VtDB7a6kU0t+bJ17mheI8nvdwmcrOZnFgEemytFHMKc33vf07QBiClh1cYUyEwoLMCElVcObxr2BsbFt1rglScv7iWR569Msc3L+PORGo+0uMm5qFlR6DuZy17SFLi/OcvTDh0Ucf4VWvfoDKwdqVbRYXFhCl5HN/+v8x35zjDx5vOJPdhhttgheocO20uvcOZIgEewUvvnuJg7feiCHnUu04Xecs2y1Etk05P89WZVnRIZryO0nVODLlGFm4c8WxUV/gYlYyznZFhZo5gwuK7Bo5afuv1mSSrgOcnShPRVNMS0wzMHFjnOLqEOGQ1la9VW20PE77356oJPHBdSqz63mFDqibBeVS90ULl0WZQ1VVWBfnYeYGcyid1GVKEvDxgFJqCsfOdDntBmuM6fJiWqgs+lVNlT9CCCwN23uX2f7qKerPfJW8pyiXl9mza4XdNxwjf/GNiM1Y3HihQChCiJBvtCuMkvDQWLTUSaBBF0AGUFU1tsqopGL15oLlOcf5c3C1t5/ibe9Avv0dbFSbuKYiFHGgViY4tX3OOhPYmecvHtihS/REXptKGeEzEpTaKgjjezI+QYqq1XnPupf7a+7r9Rq6nV/ZQx4mOOOpvcSaCU3jqWoPYoKzFpCxgxDJ5iXr4b2gX0gaU6GEpfYuQWQB68G4Jrok11Hi7rylrmuM9VjbUBvX5U3FLlsQzPSQNu0YgI/Ov855qiYaogbj2Nnc4ujb3kStSp489SylFfR0Eh3M1EeBwGO//Tk0mpWlXQjvGTrDfi9BBgYhsJkbdm3UTHTD8NY38PiBm1kcVuxavImVhT9HyWIaFJb+6WDN4AlpzQjvcYROzu69j9EV1jMc7kTn5CA7L7kQYtImad8BosyfeJiT9iYlMpIkNf6hEDq3jGtQrP/K9cIxxzOLLYTkAoxH+UCtAv/g+76fohCYUCKLDNk4rlZbeOtwxlLbhvm5JYwQDC+c5OjNL+HZUycpgkIpjRkPeehTf8Zv/Muf4dFn1zh24zKnL00oNAy3K7zIWNuEJ48/xr0P3B3Dfoxn374Vzj97hq989nMs+iu896FNnskPYt0Q7zW9PItKmUyhpAAZp+KttYgi43988w3klWE+zzj+hT9h3+IA4R1ZWGVc95kfTBhvGYY+oBuHljEaeX04ZGsrx6z0eOUN0fb709Ux6smzTPyIRb8Rt9aZQz34MG2xQ+jkyzATftX92Wl1Ggn5WL1E+EhHFUe3ZUctvkgr27k2uXEG+uD6wBzdJZ77RTKVTLCekNfOrkAkZJu6YTyqKYqMslfQ7/cTHDZVxHgX0Ho6cBjVVGkj9VGCGiGOQIhDR92BLqWksBlXnz7J0l23s7BygNo1hFBz0Xn0N7+GoAKFyBD0CSKjaixSN6gs4GURK73EcRknUocl0CGKLwRga0c+6LM52iJsaxZLybxuuBQCEyXBg7ADrF0n4DrYEKaH46yJ5ZRXcl2RIbvF1RZ806+lbDmt6WHcFTKhnZuJV6c2VCoOSIdrrf+/ntfjJ67Sc+vksseocWhFNGRUMXmUkNzYpcTZJsExlsZFuLyuG+q6AR9oTINPe1Oui2iFoqHMe50oYDKpcT5QG4cxLm2qcV1ZZ6NUxrlOHBNFUYKmaTDORzit1qweOEh/zwGe/vQXeem3vIJyl8a+98uol+2LWloBuRE4PO6Tpygmgi33FL1eTrM04Ph7H8c9cQp18gJ7xo71TGPHHrKM23/y3zEYn+eh3/111jYnqNwmflugdR4RC0LiXeI8V3wuHCF9Fik1rQrQpugBlTzB2mcuy+P35MnVeHadCCnI8jzdg3buLAo+nG/j7uPf/0JK1OfvXJQGZ+KHSSC+t8lZFlgs+kjpGNcBlWdgog2Frw2T8ZjGGBrjMSojyEDjJa+652WcefY0QVoK0UPPaU6f+DLPXrjM8uG9fOnJMzzx1FMcXl1lZ1yjyj4vu/9OXvPauxHIKCM0ng9/4MM89ed/yqDveP/6CuOFQ2xf3UFmJUWvh+rllEVBng7fIKJtSr/fZ87VfOypintuPcTiVx+k6O8GvcGdh3s8fXnIZKdi73yfy9sBtObKuKF2hltFg0PiMknTxOyEl+6vebbezYWTfay9haE9zaJdA1Ejk/2ESkqO6OCbAq5CjF6drRphWhUIpvBINyDpA2hPO98CMbNBifjaXSeTXiAEcX07F9FyIjJ1tq3EekYFNwP5tIRyS+A7ZxiNGraHQ7TeIi9yiqJgvtdDBJBapvt27VxHHFvwEUP3LaQY8XbfPVRRCLF97jwT77j9roLthx7k6rlzTMYNc4UkX16gv7IXt7MZ17ytEpdTIlUeoYcUq4v3CG+TlU1URAZizvnW1gb7btvFrr2Sq2ue/fs0Z88bnI1ta8gccrMGWgk1qNnuVOvIv0h5zdpwLnYlnRt2wr9nkYW2Mu0qVCm7Qdzu/vsQuxhi1xXBm/b7rg+MurQ0j9uJDh/FXFQMDuYHqFy3UsDUvUeDRJ3niT8TOAumbhhPKnZGI3a2I18zrg1N0wbJKTbCNiFV403TEERgUiXT2RAgCJSWXQLlbJdYOZPC1hTGVjhrGPoB49EO1XCNm+68jbqUNBXc/dceYAeLIHKgRoFsNL3X3UGhBfWoYu38eep6QiZ3mHcS5SQjt4EfjnHv+Db6w4pLwZI9dYKLn/kMZb+gyMpOaDFbdMQCI2EDwhPC1DxY6yxxKbKLomiLVaVUzKZJrukd1BU8GVkn6BDCE6RInbmnyHOaJn4+LSNX3EaHPN/1gq7IHaYvOvQPiFjw/S++C51nYG10rA2RJ7DGYF2cYHfGMqkq1KAgSMHvvvvfcew138QzTz5BtnueQkgmE8lvvOc3+J4f+vus7jnIwWOHUcS5kVaOG4hToseffpbTj5/h1Be/yKAf+NAzPXYGy4wvbGOco5Q5pqloGk2R5/QWFhDes11tY4Y1G2bMPccO0d9/lNMXtnjt0RLhJffffTcXr5xDrgtedovm5PkdVveXnDu7Ri+r0CrHyIrcgS4ztq1hMm7YN1+ykgd2FvrsVJs02TLG76DTUB9yqm7qpMYdxJiGAVPlHSuH6eFwDc8Fz9mU48+iU6SJ6ZzEta7M149z6TqSQEfuQycy7K6u8uncB6afL4TYa3lrqZ2jmVQE6yiKHJ2lWQ557YPWJJvwamKSSKBdqb4TDMSYW4sjx568xPgVGflrX81KM0FLy/iPPs7usaD81nu5+qWTdMo8WsuV2IOF1IWpRGpGCxiPDPGHZoNHqoyVJUcz0uzaDZcugvENMdBL4qXi9OMPoloOJCS1UjpkfepYWlK//Zww9ZMLYQaumLmv7X3s1kII16igWnfqWYVY+8NpPd2ux7W8Zy+NtgTTELxkMCijmillCYcgqKo6FhFWMGm2uglzb0zkWbxAKI3zgoCil2c03uETtBXvn5rm1YiQCtQounFJbaezLHV8abQiFXRSxnumVYbznkF/DlsbvvKhT7P3ntuYnLvAxcU+q7css7q0SKsQ89KR5XDoe+9B4cBrbpARXC2F4IoPrJ1ax3/+CuIVR2OXfGrC3NAw2LPMOFjwGmt9ciRw19ATSqluTu4a1Z+L3EnkOqMQui1WbfLyc2HK/7ZrqJ03g/hc5b0SLafrzdr274d2aD6EQCa/BuPKNqls1lyxhSRc8Lz2/nuoqxpjHbpXIFTGeDSkqmpM01DVDaPKYEZDFvs9irk53LnzXHnmcX76Z3+WX/6lX0Iv7qI3L3j25BX+79/8NfqLS0zGjpfce2+019/c5syzZzh14kle+YrX8ZnPfpqLj3+Ci2aJT2ysIPIl3OQqmdRkRYYZ76ApCbWkEoGm32NlaYHxeAcpHTh46NR5/uE3vpz5rQ0uX6l58HLFG+5a5eIFwx2H5hhowVfPjCiYUGaaC5OCvaVjq+qxrBvWR45l37BmMupxQ5NLDi56Rr0VTp3OGJeWXvUsQo5RFNMFkSCwVgEmlUoKkxhh3N5jmJ1AJ309u0VPlT7McC3tZtG20kJON/jrcbVKteceaF1VHcK0kwotHdVufrMHZ/KPSg/VxsYWUgrKsqAsC7I8Qye+AGLn0vqutfdQqeg155HYdB+1yNnZGtP7tldjqori3CU2T59m4+Il1EThd0P/I5/m8LH9kV8RCiF0FGpYiweEypBobAgooXFCgwvRm0kKEAohBlw5n5HpNdZP9dnccXilwOegBK4a8fBHf4t5GeGTayAwOZV4zkJY7YHR/ozbzk2IqQWTTNZDIsQOpVXDSiFiJUoLgUx/JlLKBNW2f+v1gVHXrqzjtkd447CJiDY2Wuw769OgaHRH9sIx6JVpM5Q4E7DWYIPHNB4ViqQys9C0g97x/tR1nYYn44BvbSKPEkuEtsMDY6dTZgGumU8zxlK7itWVAUXe4yXf9BIuXtxmz4v2MFhZJsiADBIn2rsn8FJA8DghyQk4IcArsmHA7NTMH97F2f0D7OUCDSgiBHxxcIwV12NbOFQ+5RBhWny1P8OYUKqnX6s4nB1ClN9H9wvdzWK1ryWQ5KWO94uY/9IqWUOIpq9TT0BBk/JjZHIU906hM8lzIf3nXi/YucxeQszYyksAjzNxaKuua8p+hs6y2LlYx6SuqI2nlynmeoOoxxaBzaeP8zPv+Lv8+M//Mr/7W+8iL5YRuWJ+aR/nTh/nzlvuZGftPJ889QSl1gh6/MDf/O/48b/9Hexa1nz8ygG2s4No7TBmg4wMqTOCTwl83uOaCiskk8kEubxCponwUeMhW+S9H/g873xZyZ89c5FX7lOUbo6bb72dBTvk+InHWe4ZsnIXRbjEYLDM+vo6K0WJETm7s4YdlrF+yJazEBbxbPLX/srtvPsPPs36xoCCPXh/CSHsdMYltCKJeF+dndp5QwyDqqrqmkOmEwHEYYs0K6M6nL2TBgZwfjoLgmSm2rg+V2j5JOGTmuva358S1Ok9hmkGzvQPxT3a++lBOTWojBbsWmvmBv2Y2ZFUPj5YtIg2GUCyB6fbQISQCAyNDiyf2GTr7gMMDh5g5fB+esJjkfT/zw+x9qYjrOxIKpLnGRJElAkHPPgsug2oLB42qYHwSAiefn/AyBs2zo3xKsMFQ6GLyAGJOHxJU6PdOBYGKvEpqXMhVZPdcONMh9H+09lvtPHEYgrpyPZwDyFyMx3k6NOmoyLvIxKElr5Hpk7pOaTZ1+0KtopefDpHYyEE8mTPVFV1WhwO5ywhKKpJdD9WOqOpa8bDMUIXTGpDXdc472isTX5jkYtzLg4Mtlu+UppMCzIdJ9bbbl9KjRKy63CMMQQ15QaNcewMhxw4dJAb77iNq03B7lfeyoVzZ7G1ZPHQCk5ApOECLijKAEqYKBWWgjkv+Y+/8Pscu+EW8q+eQjxxETeC5p+9kfm7jjLJFDbLyMwOo6zBak0/zTvFmPk2rLGd/xIE74hD0hIpprJymzKmlNI4K7oumHTAXDM0K2MRqpXGuym02s5YwTS2vJujsTEGY6pC/Iuv5z1cYhZ8jLZsT/iIeAje8qr7MY2haiY4ITFEhUJT1XgRU9/GVQ26oB7XrG9vMygTL6ME5upl/vVP/ADf8ZO/zjt/8C2cPPU0Dz7yFHsP7WP3nr2s7N7H4vJu/vE7fhA5XuO9v/NhvuruJmwUUDQIxhg0QpQ4pZCiQaIQ1mMnYzIvCM5Q5Yql+WMIu0SzVWFzxcogZ8lf4X/73IRX71thNL/CU+eH3HTY0FcFI7GfB24t+fjxs9g6Yy6Hi6rPmfGYs+OcVx4QPHJ6SCkcu0rN2as7rJiKppnwU3/nVfziuz/NsDxCb6Tp+bMoHCEkDLPlIUJs0501HYcymUymlSkxJVMi4yYRQuJXpl+H9Nh4FysXIWXkJtKvQlw7iPn1vuLBkvB938qxUxWYVHNTuMYnSfFMt5UOyUC4pkq31mN8YFw16W8yjOuGTCryTNLr9aJZpbXJ7TfZpWgZqzkfQDosgau5o/zM59k9qRCDHs+ONjDn1lnp9Vi95WYOrgfEsRvZMgYlcyDmt/sAyAzfQiZpHkkGjxIJ0io0YqlBXu7hVIVAkqmCBosKGUE4MI4rzzxITk0joxhAyYiPzyZHtr92G8aMQSzQzbcIIbpeQ6fCwqRh3dbgMkIbTdfhohUKMI1D62lH0/1crsO1tblF6SbUVoKrMU50lkbGWOpmgpQCrXJsEw+bLMsYzA0YVRWqiPLalbmS8VBjrYmJi7QqOo/1YK1PkmOH91Gd2BpTTnk7h3OGCBeKzusuRmu7ZJsCe48c5RN/8p+593u+H0KJ3DGoG/qM1jaYW11FpWdai/h8O6HRQRC85dxP/CHHVpfJ85xMF1wtFbuVQ/387+M2J9j3/BPQUEvDsb/+E1z5vV9D5O34QnyWMy27wiLSfm0aa+tq0UY26E7Y0Q5bWutRoc2CitxaJ2X3MnZWYSrtj6/nkGSxS09r0xiDkDGeQXwtnUt7gnULz4MPgt2DHvfeeSdNUyPzLPoBoagqg7eeYD1mUiOk5srVq/Qqw4Gjx6g2ejjXYE1JIaNO/bMPPcPvnvgYWxvr7KquMje+QO0CYxvYMIJa3IaTGWMqwmA+VpGyRyAm1wkdlSV4j8CDdAgXaGqBEoLcVxz/yhfYPV+QS8lST5NVG6xX20jV45GLazx8YcSr9gv2Lx7kbJiwsppxduMY3/qKFU5fXOOjXzjObbs1J6tDHLlymmc2+uxZKqkm28xnGwg7QfU0y0s9Rjs1/+iHXs2vvO+zXG12U2Yas/UUSk1xc9r8d0Jn9zFbvU8hL5FQfmJ1GqLE2KZBQZVmZabYeei+f/br63UFEQsQEWL3EjxR9p3s4kWY7YZFx8902vwWD46v1r2ulJJcBCrvMCldbzSpIATKIiOf1GgJvaJg0C+71wxBYE3aIILEhMCgLNmeC6xLBeeeZf/dL8LedQ9SeE48eRn50BcQuxdYne8zyhewxFmQkCbepY7zRDaA9AJEoNaSXCgKNcd8g/1fHQAAIABJREFUcFQyYJ1CaY2XAiU0QcRPpvF8+Q9+BalLBsLQuJBUWqJ7sJ9rYjkLaYQQuoNmlmMRYiqW6ODR+JuEEMiVJkjRkdk+TCXPAEKGvzAO+et17R4UaDUgSIkmHgAxAEtFFw1rgFbUED9jXUXH5IWFHuPxGO9hMp4ggkUSME0NCTIUIkKiPgRskqsHL5mMYycTQsCJ2UN1mkoZQnTvhuke6KuGwwdvYK6/yvbTT1JdrchuP8DigZynHz7FnrCCQHcSfJiu5O0PPc2mFuS9gjf/jTv4/PfcSkUgbFue+ZF3I7Y28c5SOIcLgv7SEsbG2RXbQlIqEu1aSIw1SNlK0qOk3zmLlBrZURjxHbT3ouVZcp0h5DRmXCsV0Vwh8CLORLVS5TZSe3qwxBGCPLmMMyOq+Yuu5z1cZhfbrK35G173WsoiY+gt9bhmMprgAkitMdWE0c5O9P+qKuq6RhVj6roiz2MnFNQQLyTKFQy/8ocUr/9p5lYPMBoWjJf2YCfbOFNjxhMQJXnwCNejQeODwwkPFOCq+OBFAQMhmFgyqDRV6iqW5IQFGm47cIit4Q5NPWR7extBRlbsMKzm6csJnz3jOLC6zkitcGO5w+6eRhbzzJfr3LRvmZ2dHbYun0Ev7mOfu8rZqzvkuo+SJUoqpBzQz+cZ1jvUQ8vfetvLeM/vP8iwGlCKBcow6u5rVI35DrJo72sIJPyTWG0nmKm9YsUiu01jViU0VZEALVkuPWIasHNdrjYnpIXIEC3SM32vbfcbacfpuhLQkedxN56mR/oQ0F4mK/nYSY9HE7aGgYW5fkzQ8zEFM8syyrKkSDxXEGCcpfTgSthWDn3LQXJ5jFwpLp94hjPHT5EPDQeWBqw89Cg7lzYR37QPaUN3UPkQwPvpZyTa32vjUf0eE+OwOwVlXzEexb5BkALckNFFIUiq4Rq9sg8quhUIpjLk9oCZcm/T6FmIdifdYTxzmITU2UYVUXT6dRDxr9hIItLrtQaNSqqYGjqDr2t9ffJc8rKI78h5RrVJHFu0/xc4vLXpvkRVj3cO7x2TcYX1Au88dd3QijWqxuB8NCttkxsTEYn30DQmFjxiJgcoRHcLa1P6Kw4pVOSA0sJNSdIMs8Bgbo66sYwrwS1vfSWUNec/f4Kdeqcr5qZHSyvgEZz+zFPM14aJ98xLgfAKJWALjfjXP8piJRmtBUbGAZ6qqdm9e4lBWUbITolrDsEIa8VnvIWuhCTZ+yQD0rSfDId0HF3wUfkVcGnmJQ7U+plMoKhGzLqOKKTMlro2ZFmGkoJC66RcfP7rBTiXFoNNFZMP9JXg9puOxA8oBLrIMc6yvb1NrywxpqEyNVVVJwM6jWksVy9eYHl5iYWyYLuKskClBIPLTzA4/secf9HbyZd3M2kMvrfEqHHs5EO0NwgvsGGEqg2eAcLWKD8BpdLUt6UMgSCjxXQIgSyfY2le84o9kl/8yR/hp37zg1y+dA7vfKwvModpJMqPGKmoNPmTr1zl/lt6fPTkFm98+R7Wdiyq3M2xGxVn1/dwwM1jNk5yxS0xN1AQLGfZxVrtmS8FqtRUlyxNNWRpeZWf/DvfwD//zY+js6NMzFfotSquhM2SJIGkKlPKRDN2hJ1MGo5ExMl2TiYuBEuEwmRH8gmcJ7W+kJ6Y63c5ukl5EdQ1KrFOSw+dlVCLs3qm8uqWVo2b6czXQlHmcfM0KdGy1y8xjWU0nDAaThBa0S8zyjyjzCfRzDQvyHONkmAzTUFg0tcIcs4++CDPVENue/G9LLzhZnRZsPb7H+DklS02N65w95tfj6x7nVt1pyBroajgIWhCL8cJifCW4AXeN1HFJDUFDf/p3/xzvv3v/xICS+M9C3mBFBalZRIAROv0WbqjhQ9bb7G2gp7Nun9uh9P9GHwgzEibQzrIY7HokgVRwIcYJOWDQ9EO5V6fYmQyqbAmxuZaa7AmKh6ts9SViUWSj3HpWRbfm7XRJ6sxBh9cgv+i2MJ5T6YBEedbdFEm25QIAdnEFdeNvQaNae+d9QFnXff/jXE4H4dmq6bBSsX88gKbmwZfNew8fYH5PasMBxK3GSF5cBCmgoxYBMLCwWXcZIMQqmgiKgJGQPCSss4ZFiCqIY2EzAcW+gtMJlGqnucB6SXeWxSqG1CPBq8Sa5u0PmzX9YYQoS+IEGOLkygRY8cRPtrlx3YaiL5zIYCXsYDRQiG1xrooLkI4pIgpncZHT8QX6nKf/3Ah+im1OKxE8A/+3o+AiLCEMY6dnREgUUJSjUaxmnICY2wkV2X0ttkZbrG0uMgdd7yEh770+WQZDl5JBo//MXfc+VJOiMOEUpK7HLQkiAzXbCOCIPMSwghtPU4JhMrx1iLtCJmUVtJblIRCCmS9jhD7uONFt/OOf/FrXNy2GCnRUmGzHBVj7GlcA0IzmTTgcz755DlWe4IHH3qEe190jMFyDy8LvrK+xouPLXL+7I0cDDs8fSVjVTh+97ikzCS5X6cnDZtb68z3ewRncPUOP/cDb+Bn/v1HmRvfQmieas/qmGYQpvLCa7Rgz+EeQlIUEcTU6LLtTkKUL3dwSGgPlu7F/pse9r+Mqzs8iP8KzwkxilVpaJuS/+LcC+2/xHNfMzkQCxGHUaVCiIJatG4QUb5trWN7WLPpJ2gBS4tzFFmDENEVdmG+j5grKfKML77/A7z27d/GTqkZNY6eEBQEjv7g3wYPpXFcnShcYaIDj5mq2/ABL2OXhhQo2Y/FQS7RyiGyATQjCumpGfCFj3+Et/zEzzFnMz76e++mn3lElmOtQAgbPbOSdB/oEgNnYbFWGfTcjma2e2kPoGl077QrbvmFVrnYktzRZXc6qDqrkvp6XvMDTQgKrYv0/iMHpzJNNCNweNd0ZLQPsROcTCqCiwR7dPjN4l7jbDS5tCoOM1pDY+KamFQ1MRMIGmsRsrXzievTOZsOljhj5H1co1IVkaLSmszk5GiwY/Ye2cVwe5u5W5e58+Zb+cx/uhTD/BLXGF2p4+cMwJEfey1P/E8foVg4gLWeoCR5sEykAGkpXcZYBnoeJmntjycVSse8mdbZ3MmASJZPQgmaZLsfiHY+NgRUiAaVpM7Mh5Ck16ByifGtACYhI9YhROTflBYY4ykHMTTAORL85skyTZ6XBG8JLhUsL2Au9vxC5Vg+x0heH1jqlxRSUBsb7UUgKQgE3kbb69HOkKpqaC2hAxFeG2/tMJ7fZteuXWRKkakURCYLxsEz/MSHOfjWH+ZSLbA4PJImd1RWkwVonMIJQSY8uYwGd1q00laHwiCFRwkQQTC3OIdWko986nNs+zLuCXHEleOf/xK33ndvPN2DwNroXWWNZYLgtMs4uKuPGG3wzPYi65sj3nD7EueeucKBfQt8/IvnMEZhVMaWnOfo/CbLGnZ8FhdiVtA0VSQoe4GX376Xh74MRRWISLDqYC3C1GF6VnIYr/SgP2fYslOMKHnNBtJyGhJNIA5ScT0J/dQx+Zn3CrFln60UrzlAWiJRxDa8PZniok5LMM2SxN+JluVCCbyOnxNaJ1ui0VLKftkajtBK0S8L8jzj4mjEQm0pdMaL3/RK5HjI6JGnAEn/wDGaPcu4+V3ovMBlNQs+MJQC2dioDvPtQRnfp08VHG4HRZ9ybo56vIMZeYQu47S2q3n52/86v/k/fCcHjt7D9/3Qj/Ph/+X38NbSV2CF7jb+9lBofxVitjpsu6fpWpntXqaH0BQu6+63ENHssuMWpvYvLQTXyVy/HgvjL7gWlhZTARoPPm89tWlwI49I3l9NUyU+KkE7PjCpDd4EGuOxJmB8HNb2zjOeTBAyQwqNFWm2IwSEzDHGxG4kgPCt7UkseJyTTEz8s3ZSAXFjdq5CyqhQHDUV48mE5V0r5Hv3c2B3yelnL9G7NE5QJFw7XxavQHRAdrXH5AXZyLL2bz7FhSceZfCN97D65ldxMY8T+k6p6J8XAtaFZGsjEknf8ift8GtbULZdmOnWRhyejh2vaTzWNWgZJcdtIRGLCZnGA2YhMUmeZSgBk6ahl6soNpHRcqcoimjxL/5Ld5HnXv9N3mLBReXYO3/k+wFQWZJhiphy573DEzCmjk69Ij6AzluMiYunYsyV8+e44YYbuPGmo1w+d4Y8iwaDuZdsXnoE9/DHWLnpDnbv3sPICc5t1Ng5ODEK9JQlF2N2zwtyO8aXBt1ss13Mc367QUuIg0OQZzmj4Q65rVjPFvBMEFKTb0945vhxbn/g5QRnES5KTWWaVh6ZGLyVa8uHnhzyJ8cr3nrDVdbDAfrraxy99TBbVwP337rGmYtrXAq7sRc1VRjz+lc/QLW5xv59B9ne3ma0M2Su36PslXzHK47w8rsO8dvveohc2CmB21ahampgOT1gruXjW0wd6ZF+WjHE12mH+2b4GgltiuH1urpqWcQHJHZVrc9V+jO0g6JTtVvaslNTF3kY79P3JvFDx9mkTl4IEd2EddycrY8DcKJp0tCvwklJ4y31zogQPL1SM+wXzDuoP/UIW7cfZe8rHkAA1cSjRIH9D7+FcBW7vue7UdJSFgdwwuOCRWlNkwLyekUPnwaMt69cZWnPYeYOSmwt+dD73sUb/+Z/j1SSX/iBN3HHfa/jnb/8YT7473+aUyefQAuJFYqxgLyz7Zh6R02TNaexAi2UkyUrj/Z+t/BZ+/vpN7qqsv3eeGD55B0l0To6aFtjEzXRdj7PT9L+ZV3DKhCCwpgmUi/GYY3DG0cbn25tg5KKuoqFGkoxmdQ01mCaCKU1psEaT2Us1aSmcZYgJG5K3hEVYDrez8QbICDL4v3WaPJcpQ0zHhCOuElH7zqN3/aExqAzuHTqCXpXV1k6MsfCDQusnx10n0s994ELAY3n5b/4jegrnsY45pd3oelTf/DLbPz2nzI/qpDv/hlOh8QzyUDR66UETolSs7ybpDWmVV1xKRAU1xQnQsRfxyODdzrODEmY9SnMpIzFWRAoHY2KhYqWNyTFWcvhGFOjtYxFvdYYZyjU1yBFFiJaRk9C4J1/63tQ0YMDnO3gjqheMQSXfHqsJ4hUpfpIMAchGI/H9PKMyXjE6u49bG9skPkJAoUBBsKw8fAfU9SGK/e8jl0l3He4T103HB0NuTyR9MIcu8IOqHlObRgeu7yNzpMkU3qUEKhgseNtfE9inEJ5hRCGamvMyVNPcve991J7TyaBYJFBI4LAOIXQiShuAj7keGF56MyY73r5Do8+6zlz1iLUDmtyP5erwJfGBTJvuGku4+a9fZ549BS79+yirmvm5+cRBK5cvszyygoHlvuIvETYIU4oZDAgVdT6txspofONamEkhYKU4igggqIz8FPLxUTSIg25BotMVvHXk9D3iZdImN40hle07XXoyPD2SJntyDrlXJhauKQ/1G2gLWclZTx0lA/RyQFASUKmEanCqxuTDhqB8ILJxBGqEY1SiAduZH7PQc5+8GMs1DX9l76YcHA/1RvvY/39n+Tkf/xDbrj5GKvf8l04DFJmOGspi4JMlzSmIesXeO+QviYEybkTlzl74SyPffkR3uINdvMiP/2//x5LyyusjycMlg6zdekkJniU8HgrQE8PFeejA+0UwmpzNhTBRbeAXAlibSG6CX+b4FNrbbc2piqh9uBIcEoSR4ggsd7Ew8lPD6nrVY1cvrKNEpK6njCpJggB1Xg7Ts4b25qB4wLkKse4BoSgaSx5nuNVtMTXpUb4wJKQNHVDsiUDoZLrhYzeY55o5S9aqX8cgo3iOY9LFECbkeSsJaQJfpeMPissWa7ZuTzi4I1HOf6ZJzhxIud133QPdeqhY5ZOfO8egQoiDoGKAcf2OpwRPDm5yNy4Ye9Is6U0TZnhleTU7/8BN377m3A2xNk9qSnLoutg2640Std7tCalIvkKxk6idYOG4DyZ1LjgUpeTuigCups1kx15L2U8EEQyOVU+UBRZdGBGxAdcteIbQV58DRP6wXscGYWo2LfUR6QqsbYmYZWuqwqKfo9qNMb7GiU1KEcQTVIYSPKiIHjP9vY2y/ML3Hzr7Zw6/hhZqFPeh2CxGdM8+f9gT3yMs/d8LxduugPTGIzIqYdbyFKwnS1z4uIG49qS9+ZQIZB7gzATshQypjJFFnKkhEunT+Ck5NhNR1h46cswUlIG223ikbyzWCWjfbfxSC1pTOD+/QWntnv82097Xndki9FO4NCBeQ4f2c+XTm9QI1kKm7zh3v1oAavLA06ffZaVXbuQQlCNxkyqmurcGQ4cuQlVzhGGw7Sgk51jmJmSTuT2LKThU/UqoYMyfPDXvP+OLJftPAl4TydLvG5X6lTiITB9f10LHQQhdSXxjBDTzaztZGaGSoUgqcOm1+zvaxXzyluDz0JApgQhRGa3VScaEwOmjPdIa2gUiM0h5T7B/m99I/5DnwIhsBcuc7hY5Ni3vo58Y8gXHn6Y4u2CRQ+ogNCpo8BCehaUkAx2H+GhEw/ywIvv5vJGztqZRxlbz3v+7W/ww//s58mMI+vl3PvK1/Lg+3+VXMUCoa8BOYXF8mQYCKlj8b47sHtlwaSJWfFxHkSgk9oL2vha3Q28EeicNdr1FDdKh5hxcW7VRpEk9i8IdfxlXYcOr+KcI9MrjLa3EELh3W5sPcE5S1M3ccBWSqTICELEafvGYfG4HYu3gWAdddUwmdQxPCxYWvdq3LSj8y1cJQAp0Sonz8I1EG4gdi5Kq05+236/kDn9ouT0mbOYfXdwrg48uzDg8TrjgUygEvwVD7ZUWMv43xJJzwWEdowzzT3/6E1U1nNhKLFbjr2Xh1wEzpw7yZ26YOvZE9hg6Ouy61qUiu7Z7TC2lCTILM7wZJI0XD2VrUulGE8UztZIEeephA9RiacFwSaX+AAQITmpowRa+Wg9U1UVSspYmEidikNHv1d0c1X/tesFOJdoxPZT7/yx2Ap5xxNPPc2RGw8zqcYIEfM4TD1ByOhEG6TEeIf3llxrgo/VpBaSLMtoGsP6xlWWl1fYe+goV8+dpJAB48DlPaQvEWyiv/Qeqofn4ObXwNJhelmP8WhEZRzzBDJTs6sMnZ20oIcIEXKaL3PGFy9z6dRlyv27WTx4ABMCPUDi8dKjQzR9DDKj8R4hHZMmwX2N5669ki9dcchMcaU2/M6TBX/1iKDZ3sCXc6zLAXlPceuC5OiBeTYuX0EXBftW9xCkYDIcEUKg7PfwpkZnBagyLuHguo1VpAWMnM4nQGxR27wJ5zwOOvLu2o1bkCLCCEmtJZN7b9xhnr91/cu8YsXkUwcyhfh86B5tXOvi3AoWpkTCFPqa/WxC4kKUioqZgyV+S/sgpQ3EBsLMIGIpFaDwmcZ6RxkUwSvmhQQlWDvxDHrQx6/2sY89yeryLo5vnmTvoUMc7vd55b0v56odQtZDiRgBpXXky2TwiOAQSuN7O9z3N97IxY9d5CX3HWPwjn+Kv3ySH/+5X2DgarbIWJUV8qabWVhcpN5KmwVxbqnFwdv5lWJmoBIVNwQpJf2iwBHoiSyG0aWcpdjt+GvuoUidYstXtEqS1mZfCEEmis7FoSXOZ7myr+d17swGQUT5sSIQfJWc1CdIIbDGMRj0cT5QDAR106C0wLlADwlFgc+gcg1SeVQuMM7TsyoqJqWksTCeNNHJ3TSRP27BV6Gok+Nx8CGqW1OR571nVNV4n0h+JTEEjNQ8sabY2niYb9hzJ/cOFd/9DTcAAtsqdWgB3rargMd/9VM4Oc/3/r27Of3oGqc/+BDrJ0+y55tfg3zVnZxZ7WMuGt7y2jcilWTP3lUW+3MURYbWMq1xBfiuABGkIU8fVb1VVXWD7hFCS7MpTRWHsUXs8ElQn5IyJVNCaId102fIlCaoeK8F4K0nU9EFwHlLpmSah/ka5lyCCHhjyFUcGnPOcfTYUSbVmDzPaWqbsGFB3URfIK0VeZ53skfvLcZ5yl6Zskkk42pMdf4cc7sPYEWGxlJITyBQFJcZ213IYPB2SP3lD9BbOMTSzXdzKVsgy3Js0MxnDpUquECsQKpxQyZh7cx5ztUb3H3nrSwu72PoLcJ4rHLkEko0lggTVM4SgqBxgSp49s+V3NCruVj3UGaHrS2HyJYJ2vGeJx0/et887/rzdSqfU4gxt8wHXPCsX73MSHh6RGhwYWGB7e0tlhaXqUY76KyIvEhSTEkZZ3Za8rqVi3b3PiSz/BT3PJtKGLPQZ6z1u1mYqUlhRzFeT0I/DXS1cFYHebXxx0mh0nIo8R1P/9ys+gmmhGELpUVIZ/r3zVbZbaXWEv9toiMhIHy0+3DW46RAukAjPb2bjrDzyJOIrU2aGw7hjxzgRU3G3Khm+/RJdr/4HnZ7WJcaqVR8MEWEUWSIn1VKiTKruKfPUJ/7MntWv4GX3/9KPvA77+atP/5PMbUhK2BsB1TBUrvWQSGgtO4iErKkow2JL5l1uI5yZJ86UbpJ9vYwar25pBDIlqAHnEgDgM4ldIAOWmljj31STbUHzPW69h9YiCFVtqafZwyHO4nfLVCp+zXGxmLFRUfw8XBEVRkmdbTQnw5S1kwmDbU1OBELCZAE41KGDZ3NjdIxPFDIBq0EUucIJDLXhAQpKSRLZY+p8iSwsrjEiQubvOmvvI6DJ85z9spJ9r/tRdg8soSWONWkUtZOp3xEsBPGrO5eAQmXzl5iUS7ibIl794cJ/+qPWK+3uP29v8jDw6vM+ZqvPPJVZJGm7CElQMbnZjSuYseX51ibhmG1RAQd/fVSpxNi1RpVZKaJRUaA4KeioO5qHbLTeIl1gbl+AcHSmp264FHE0MWyLOOYnpx5jb/gen7OJQi+861vRGuBs6kaMgatFM56GtvQmIrGWTKVYTzYeoQUUU6pdY7K4w92cXmJuq6TPUzcGI4ff5zF+QXGY8tSb8KS6oEqybxkVHnGVUPtHXLrFBcfPMORA0fhxju5OLdMvT5GhAyhNV5IvJQMFpcYjUf09x/mVnEMowRNU7OYwd5FwVJfMGo86xSsqAnWW4zoU1vHlvHcu1cQ2OHUhmInjBg1ipHqIbzFkuG05jceyRmPJig9ofCeN3zTKpdPH2f3nj0sVCMciqIouHjxMntW91I3E3rz8/QLRV1XlEGCCPikMQ8tnkprpZfgMIg528RqPyYFKrx3yeZlKvF1IWbPT6Gy6M8V55yu5+FC/ECIzjOrHaZ8LjzXPbYzsE27sbbWMCRycmrTER/0Vhk29SlrVVHxUA0kYjWoOA8RGvACqz33HN7P4cECOxcv07vrHuQdt9Db2EAfu4mdtTW++ukvojLBPTceYuvYQYrHnqK4dzc+cyCy6BYbIEhSIJtHzkm4PM8j83s4ogU2W2WsFkBkqP6AK099mf/1n/xD/uf3fRQVFOhonWGCIxPtfIkiy7JkY2KRTCErlWC0dmCwXQdtEZcpTZN8sTKp8Extf3SrDgqzEQ4tzCKoTVR0mtqQ5VMH4a/3dfH8OuPhNlJ46rrGG0OWZwTn6fVLJlWc8yh6Jb2eYHviqBtBQDMY9PFiJ2b+SE9TGayLFkEbm9tJUBItclyKCAkiPl9xFiQJKNCRmwmBEEqMs93Eu3e+y5m33tNb3c09L3kZ5UCx9pp7yOdKRsoidcYCEukCjhCHvENUaQYpcQSOffdr2O8FJngeefgce0YSvV2hyNnpG25oJDvO8chnvsybXv86bn/NA3ziPZ/FpkwZKSW5jkVolhVkWeJamXaa1lu0inBZa8NESpt0FgqtMSEGgWkVnQRCMFOVWIuaBJAiRsFLIuVhQzQRlcmDDG+xBAbl18C53H7TEV509AastYxrDy384KYbWNM0eGPiTubigq/rBuED/blBtMB3AV32yHp9qvEE6zzWNKzu3cva2hajeoyxihv3xwU/qpIzQIBSxsWgZGDj8jPkV0+w0p/nUigZo9gOBbtW97D70NH4aTKPC6BxZCJj4hRD42mMYb0nyHoZxm5z2mQwHDI8/yA3P/B6bp0PPD00XB3GxXhhe4sX3XCIL11sUFox2q5RZclw7QpZnqOqin/19j00w03mF1fY2NohVwVKSUajEUoJTp85w/x8n4XVfYxDgR+vE1kHSfCmzSuOFUqyn+84cRGnv0NwHS/RknpKXguLKSmviUSWzFhzu+vHuXRNkpi+N+9n01wiD0BozTjpYJvWDbjVvkTQjA7iwc/KJdvo32SJM9POzP69UGPReCfph4q33XUHi31NoXs8ve0JwxHD409RFnPspGr3G7/9DZjtMY997s957P94L/eurLL6kvsiNJVJXEpuVEpFyEpK1E6F7zn+6rFbMICUFd/7zr+LG0LIFZ/7g/eRlyVOec6efoJ9ckymMoIXmGC6jkGImDdkjIn5IwmiqetAUWZY48lynSbZXTcEKQSU/z9vbxp0W3bW9/3WtPc+wzvcse/t2317VHerJXVLQggkhCQUgRANhgDCQIA4LhdVDinbIS4X5QpOOXFctnEljuMKKRvi4AgckwSDwGKQkIQEmmfR9DzcvkPf8Z3OuPea8uFZ+5y3Abc+CN1VJfWtdz777L3W8/yf/6ArUV2vGGRyXbsY1vdTjGUG6giFequVLoJmQyqb2c1YZ86eZD4bUDu5d7suEGJH9B0xZMYbQ6y1dDGgYmBYC6vLt5GQAsRUzDgX0q2FQI4RV8Z42lqSMUQbMVaoyMbILMW6CmMNuniIZaXJUa5FyDK3jFGiHHLOLDvPvfe/gRemHyOEDc6cf4hdpXndq27nN/+PX+ftf+dHwGr5mcaKFk3LdU1K0dw64liB5b/pZ76doBRXlm/j2kRxZN9QffoJlld2WS53MSnjUGwMRngFdV2vYNPDEdc59wQqKQaMMSgMMUSMU+jidxdRoFpSFmq/IAe9DZA8Z33BIXAipThRZC2EipwjlXVYI1Hjxqgyc3n5QuRlD5dH3vkORpVhTkIzJymNRWKOc04lXrafC8RSVclmh3Ni1Vw5bruy1/ZaAAAgAElEQVTjLpa+o21b8mzJ9vYRppN9ui5QjwZkA/M2sIiWxggFs7KWxoqhmkJgDgdEZbB+yl115Bm1xfHjtzIaKML+OT73B5+Vltg2mDpy/Nhx7rnnFZw8dYpQjbl2MEHNamw15My24o+/8EUee/opHnnXm/iXv/R+3vY9f4m9vSlzr3jba07ykff9MvVD382kG4A2hK4ldC117PhH77mbkFp29/bQyrAxHjDdn+KXAhOeufVWpvsHXNvb5fbG8bHnDrBxLjewRszwSuuS4qEhfuHm6tyHQuUVJ1mqlLw2NOzV1IfmG7loi3o4ap1q+fVfshm+VJ9xWGvRs0xyITL0uphefPnSn3WodV99rVDf+0Nm1acc2hD7DkiKE4ch8sBtx7hne4u61lRKEVvPYHvE4rFn2ThyDPWKM6SPfho/rHjic49y4gffzeDH/zNepy3XfvFXOG4ClPmXCA3LNe3nQFajlpH2aIPynqNnBgwHivNPi1ngZAFo6UIXC08aFqKCVsLaCgFrjQiLka6i6zxNoR2nJMURylArLcSaDG7F1smE1ksxUjq7w8PWFWSYhIYcgkT/DgYDOt8J5Nd/3VfJRf+LWrlbYnOUoTJQWcWwGRK9JWVhalWuwpgRBwe7VIMao8fs7e6R8Gwe3SC0ga6rWXYBZTxdG/GhN4ZVKJNRVqqYuqkFElNS4CREA5JJ+JCYTxeknEpKpajfu67DlznG1rERF248w8nb7uULf/A5Xvn97+Ijv/ohvusnf4hW6ZXCRaCiUiJJa06TI1kZWpWxeYmiYUNbZiFy2WcGr7kPvbfkkff8ZfZ15MbzF/EknKslerjkFfXFpUCbFK9BgTljCNje4SMmyJGQJJw7pUzIMrdVimKVlcQuiGL/Yu1qhlM5IwmlWa/uJWeNdME5lTluIsWvYaBf28wyR3kzrCH5QNZiwrdoFzJEiokQIrkMKJe+k1yDytIMNtg8cZJMxClJqTxz21m6dsbW9iZbkxlXr17F+zFXr17jiUu7nNmq2GoaSB1WGxojEEld11gtrX2dLXVd8c5jQ8ajPT56cZ92617s5ohbjh5lOTng8qUXOb835bknn6GfRchsqONVr34l93z3d/Hw6x/gU5/+Q3727/4PdMGzc/k5lvMl7WLBLfZvYl77CLMoeP18ss9yGbEq86aHzzIOU3A1zXBA7gKxDcJBLL/j3AsvcPz4cU4dP4YbbPPBx58GlQkqY3JYbaYrWCj1N6UuLJP+80W9TIEzUCuLFdkIxGFuVa0rYXtYVVxN082pRKGfgfQmj8Cf2vihKIN7qnLuD79+/tJTqQ8J5wqt2BQL9H7u1FMr++sCsmErIKmMioZKtbztNQ+xRUtlDVWGvIj41HH62J1cmVzmjlfdw7Wnz2N1Yjsbnl1OGH76KzTv/BaS0sTUklJ5T7InU4PpnZHlGiuV0Y3BLBeAZnPLcaROXEhTjN3Ahzl+/wCd4L677qe99BkO/JKNxgI11lqsddRNQ12immtnVpVpVVU451avv+s6amfFakb15ootBoFT+2susCSghVqr1VowaYuLdF8YZlV6xZvU6C6XB/h2SegCKSl86Gi7DmsNXRshIdql5Gm7RI6Ztm1Ztn594HbyHLWtZ7Fs6Xxc28NbIwNpGVhKx28sK6FpFnjRGpknaOMgJZqmQilNyBFTOZryu+zAcffZO1HdWR74699Ojhb9n3wzN3JmVIomEdQCBrRKlKcVFTXzZeLawnPuf/0DRidvYf6HX8buL9ldXIJXvoL4o9/DjRee5da7TnP09C0sfSLkJUbJFq1LvLfOCWLp2mMunYQpjLiMKkxBrRW1KTG8KYhg0nuZ1VIKuiSdh1a6CCNlMBNSJEZQztI4K5qonAihFXNMwFDx1QDUlz1c2hLeA7Jv5vIH5WKXcNj3f7lcyPDH2tWgxzpLU1U0zYAQAhsbW7RdwLpNUuxoBg1b22MmkwmnTp/k0sXL7OxdZxQ1Ds3YKnQ9RGtNU1lqa1FK41TGNhUvLDw3buwTg8PuP8XJLc2RoyMuT29wfEM2bIXCaY1JiUHdMB4d4eSmor70RY6NHX//r72L5XxJDDBoKsaDhsV0zrn2HFf1NrP9A0KKdHqMqhq+8/4xv/O5p/nQVxxvPBL4qW87y9W4z3KxxKghWk04c+ZWDg4m7Fy7zq233cavffkK0y99kNW4NIs2RUYLa0ZVH/7Vt6s9TTLnvFLjx8JV79dqG19RKvMhCmoPLt2klXsoKxXK7HquIupveT/6+QisX3//GtYfK2SNvN4oVxbh+bBosETz9p2bUpA0Obd858MPMlSRoXNkrQkLz7LrmPqW28djbvmG17M3B3/pEqPbjnL1+pT73vwW0ituo0uQnCZpVeJckmTNU0qAkpWyjjgonZqCvb3A5i0aEnzmkx/m5PZRvjSdo5Tm848+zsMnDRt2hMNTN83q+njfMp+KCHQ4bBiPxy+5LmI2mF5i8xK9BPf10AkpEaJUrU3TQIzojGTQKJlf+RhXynxjXYGXBIm4WTO66bQlxyC2I8bSthFrKhSKprYEHxlUEtm70Au6zlOZhtoa2q6l6xKmEeq1zhqyKSp2OURWnRqFqLASqNpV9Z976EgM+crXukIm8HK9Y6YNLZtui6uzR7l76zvwXSYZOHrnLVgjEVI+BKwpkRfI5q9SxmhYhiVP/vGCK59/imEK5HlLlzKpydw2s+TPPk77l7+Lxx9/juNvehN/8pnPY4hY7dAkUBpnbQ9grIoqbaXAyjlTWUtfGcjMViAQDWgjkQRC61aQSnHbwyQUy5oCMceQGNYVVisqYwrhSL7UGVVGH+0qgO4/tl7+cPEBZ+WBEs1hoGkG7LetuGzERNPUzOdznLXi2Mp6EFk3DRujET5FxuNNsoLZletsb2+hGLCzc51q0DAGloslZ247zbETJwlhSYgdyyvXaJSirhzOapQTezjlYadN7Ew7lga0adFe8fAdZxgNN7l/4y5iuF0qX99iciaFjrqqqKzi9C3H2T5zjGZoaTKcf/4ii9AyxKAinDp1kqPdhLunX+B/m5+CZoBVmTec1nzwsWtYlYih44vXIr/95AHfcd8WE+2YTPZRSnH1ymWsqxlvbbC1UfPJF6boG0+sYSxANB8vpdX+WYuX3uJBr75+BSP10A95NeM4/HMo+/fNG+eXVRT1q0C0fubSv7b+4CsHaS8W7f/2fvWw2WG2W++H1ENmqgxuBQGUz9ksgVxvf/CVbAwbYteitCO1gdAl2i7iMzz11LPc+Q0PceH3PsQb3/MediYHuO5RLnziI5y87wfBjMjakKOiygaPdGXkLLTOnn6jBJPuvboE/tNMuoxpDN/4LW/iw08+Tt7aJOXIT/7Df8XHfu6HGCiNHm6Rs+SsVJUT3LxumC3mdG3H7u4uGxsbK68x7/2qe0kF8hTkVBF4qQVMzwoLMaKV+E0pldBGo4od+/o+igW7v3mFSO0UOMeRI1u0rWdrc0DXdcQYBM7RGt8FjDPUlcVZw3y2wBpVICMJt4pR5k7WaELKGFOtnhlbkj2NEZhHtEByLWNew7ii/yn3WAKjLdpYmSNrCSYyznG3fQsxeoxPkJNcRyXvgS5iRF0KKjJiW4/i/f/893n3t76D+XLB7q0NZ77nYZavOsHz//q3ObLI5VBSpGGDd5ZXveEbeOGJj+GsFhTCVvQhjWtSByhjVtlOXRF9ShcjRqiZRIieFKOgAgnJI4LiDqL6W1ZeO5B9xFjRsjjrkMdU4DLr6lWmDOivzXJ/bzLBGcXI1dJmVRWLxZzkpXOp63rVsegMVmmUFdtuXYJ9FDBqBnRJgq8Gw5rldIpPHm0dPgiJbzgeMhg3dN7TqKNEwN9+xwoaqbRB+YxXkYWfczzCMRNxvmHZLalSxCcveehBE/uWr1ZYZWhcw2jY4AyMh4aRq2nsgMf/6DMM3DZHjpxg+5YtnNNYNG6r4dZx5LVXr8Hdr+XLz1zni+c82Uj3ZP2cLio++JUXyMtTvOs1J7BV5sql62xtbdG2LdtHtnnmhmLyiffiUuYQDP6Sw0DsstcBWX/2kCnUL7O2+lgFRx2eTUAxhew3DXXTBrQgDBuQbkkqofUcqAyCSkaEbNArhgovFXseFl6uyaCsZk+HN8E1CUD+O8uR06MhJ4YGtVwwqBw5BRKBG5MJk+WSg27Jt77j7ew8f4Hb77iDqwf7GFtzdnSCC9c+w7P/6pfZfNtb2X7wNRgdabUvXWc+9D8hTqyHoQLfaa25/sQFfvn9H+U//ckfYHn1gAe/4SHmaUlyhubISW7MPONOsckUVYsrcF3Lprg/2SfGhBs2GO2YTRfM5zfY2toiE1dCSJDgK6XEKiWrlwroQDqdyjmm06mo2ouWhoKli7vG2n7eWUtI/i/6tvhz16CpCN6TU0ApcTwOnSekUJwKDCl7spcQL4HE5sSQaduOtpPurOvKNcnQdQFj1lDpamaNsLasqUipA8QqSWnwbYcympjXsb3yfvadsRzmV89f4sE3fwfdLLLMiRQCeIP3Cl2nsjOXLiCJ/k4Z2chPLIbM2iUHoeUVP/Uu5jljtu/h7Gt/Cq7AgVOE61N++Effw7muwyRNPRjTdQt86DAuUNVCegkx4qwlhlTmsoVVqgWxMFpIJpJsqoW8sURsdnIpkCgwWGEQarXO8umJVLWTWIC+ALba4JzFWgnvIyaq6mtgiz335OPcftudmG1HlTIxBOqmIfjZqjpy1uKUpi3f44wBpWmGI+q6ISdp942thE6bE8YpCJrlYkbuOlEiJ1XS8izJysZTI6d/sqLyN01GtR5rKonwjEADVbDgIw0doesYKZiGhAEGzuKDYO7WiII/xshyd4/dy9dReoCNUPsOtWixdkhjNTZqqs2G99wz5b97+hILHCYL7KCzI7sKl+ds5wnn9zb5mfc9zj/6wfs5e5vl4qUXufXk7Zgm8d6P71JNL1BbyfPo36yVYDJnSP0mW6AVejhJqouclXDzS0WWSOQkYkWtRH28gpLKhi4iqvSSTfvrvWLB7JUCouh/UEXgqVZEYpQqLtD5kAL6Jd0YKzhMycWSkpK1TkO+Zt3S96adLgYeuvM0zpgy3tZkDcsUiEazN58ROs/8xSscuf0unv/cH2N+5X1MtzXuJ36c0cNn2IqOcWVwwTP+sR8FXQGq0Mczqtir9wBl1U3ZvXKV//qv/hD/869/gF/4p/8jf/sf/zwf+eRzvPlVp9g6+QBv+tYjDK0hTyaQDZjM7sEBtjIYMuPxBsF3HBxMACnUjNGMx2Os08Sy6ffQYO+OIXnzGa3Tymeth1CNMQTvWS46chbHgnVWzPqA6QkiKSWWq7TPr+/avb4nuUpaYnkXM3H2mC9bYcpRKnRg2XbkDCEpQgzi1F7s5NsgkeoxiJOx+LQZQlp7tpVGDR86UkwYY1fsq/7fKkcaVx2K1F47S2ulefLiOR6oI9Nlh1rMyK4BRlhTcnuSkllID/nqhA1ygJmmwk1mqNpJl6HE0yt5mBZkyiwP+OX3/Tbf+sg7qBwMULRKUTmHtQ5rLLZysn/2rFClcFVFjhFwKwuYwp8hxkTbBZbzRfEVQ4b0Rb+i6QW40hETI0FDUzucseKyjHyfsUrEpEE6LWcdbXj5e+VlD5dPfvpzHNzY474H7mPryHGMVbQHkzIXoNyMy9VBo4tNwGA0YjAY4ly1cu8kZWrnMKMxbbvAL+eY1DGfHqxaOANE1ZKiWz0c0WiUtsSSaKi1nJ59q9hH+vrlkhxA58R4VDMyifl8Su0M48EYpcXnzBnpAsJygU4wHo0JM0+eLrH1kBxn6O0GZRwxBo5tWaadxVUR/BKVIsoYohry8Ctu48lnL/H2e27nnuWUf/OlwN3Ngm+56zReOz782D5Xf+cXsMqRVMD8OUwcgZB67zC1grNWuD4v7WL679KH8j9WGzOQUyyt7DpY6GYtVf7vcAW4pgWz0g30H3vJMP/QwSJrhZWV2Ic1NXn1+5TEQZso9MmQE+966NUctWJAqp0pQmCxEbGVwaK5sWwx21s8+9kvcOctp5jHyKvf8joOlkuydaSRY6IcdjTGNjWdbqloBP/OucR/lWEtMAuO85fP8XO/9XH+2d/6q/zt//3XSaMB9772FHfcknji/BbDUcXPfs+D/Df/9vNUJ87wwtOPceLYJhvNiJg8zz73HKduOcnGxoYM7IcNOSkmBzNSTgwGw8IEk/c3pYTv4mpDacrsps9/0YUKqzrPaDxY2eYYIy63soFnmqah67oVpVXrl69G/6KWypmj29t0XUfXdZix7B9142iXAo31z0XVCo3YF9hMYJqMD5ZZq+g6gSV9OSSFcmxXHUjPukpJFO5KGRKSrAgSJGe0fL33elXNE5Mo9pViNB4RQsQk2YSV0dBmVAXag44alglVg4xJNLM6MwiJaD3ts5c5cW0OKAY50Xae5GtykE2+DYpv+4HvZzG/wSc/8nsMxkNMK0al4jVq8Z2gRZ0PAs9ZQxcTJIlwlrlbGcyHXiNG0fUAKZXsJLnWpECI8r0qi4u90XJ3d8HT1BU5yyEmZKoo+74yzH1H91VMTl/2Tvr4Ey9ycLAgx47773uQatTIQL2oiaP3GDJJ5ZIBrqjqBmUUJAmXqWsR7EgaX8SohIodTWWYzKLQ20LEdwuMk5M9Ii7LufDSIy2urolZFMgaTQyZum5EFGVgUDsW+3uoXGFNRtmMGTXFc6coqY1GIy6f2oBxmuHGJlbVtJcuk6KnwkjLZwrzqaowaYZvM5Ub4AwM9ISQM0+eC7S65v/+0OeJ1TbvuG+TC1nz8x85z4wB5774JWw4wBJZaktTDBnF5voQFKQOtfHlQ0WrJ51KSqthnGzYFopqPSLVrC2bh9JSoki1JgySm7X6llrlYmJ5ePCuKNz7P2VKSRlA/imtSk/l7IkAck0O6WZ6WFH3RIfIUWMY11BVojeoCosm4NE5w7Jj6QMnj56Cu+/g/le/khQU44sXaR97nvnFC5gffIRgWBVLJEMdG7IVCivqUNep5G+MytNsn6C2ite/9RFRTM8C45Gl3RiwPbAk3/D67/wJ/sVP/xjf+8M/xnDyj7lyMOPqxfOMRmMeevUrGY8GHBzsE4JnMplSVZKomTJ0wZcDpSPHhHXroqFpanLO4gN1SBOhCsNoUFUsl61Yh+SeGJCFbZbjSv8iH785IkpX13SdX71/Khl8AO8TSsveQrEw0VrTdgtiECsk7z0+BbHcL9V5krMAZzNd54vViy6wYULbdaJizBJ1DBRIEbGEshahuqeVU3lVVUzmM3LW7N44oNYD0B1WZxBHGcIylyGhIA3HouLpn/5F2kWHrw3Dt7+B9vo+eQAXf/q9PPx3fxiUY8+2wjjUoE1x71jC1onbufSV55iGFmM6rKsZjMZgU7GqMlijiUGKghyLea/qqcoWbSRp1DpN6jTeL8mALTO71V6B3M/By+zPKEXMiS4mquzQKlMZLUhA6rtmCVCzX6VufdnDRQ+O8OT5y9x1yxajZsDmsaOMN7bJA7mZjTWETpNyLK2YiLdE5JchiW+Pq9bhRBnotGYxa4WBkyKKSA6dwBvGltNX49uOZBTGOvxiCdqsomt7G4eUIrbQozUJUxgSFLxTQpZkkGfKZlVZg3ZONgqjcNaSnBP/M6OpjMWoiEHReg9tIjdDdJhx58kjXLzeoowl4BhoTx6doIpLPntpzuvvOcO5RUd36THs8x8hG0fUhjq2KFPLhc1rdhMIAgxrlWyP6q/q+gKfZTi0OYt1TN/x5J7OAWsdTJnJ3KyVc14N9GH9q1eDerU231xTrfOqQpXOq7d/WQ/u++9dQYqHfnaOYhuUYuL1D95H5QxZg3VOMjlCxPuI7zydb1ksF5w5eQaHoquGWB3JRzbZefPDNPlBuSeSQB04SEY0FFpV9O4JrCjQsqkEXXPhyce55+5Xc98bX8WQji7W7O0OyXcn4mROjPvs3bjC3/gX/y9PfPjX2B5amuYEN5qGnd1dPvmZL3Dy+BEeeOAVOOe4sbNDLN5hVVXjQ6RyFpzjYHZATU3lnLCaUixFk151KEop5rMZrrCjmqYuUHJABVXmY+v4ZO99sc65OTO6yXTJcrFAAc5ZsurQRqMTLJeBnDXtXNyMl60XjyxjabtA8C0+BmJQtMnTdgGtjFiXeMoQX6GUuFkQI03lUEZjtKU24obc+8SZ4l8n9yLkklyZyv5VuYrXv/Gb6Lolqm4KCSCjQyInjc2QYyliY0bFzMAM2LAjSHAji93w0FZgN3jyH76fdO46/uoVLmw4jn3jqxm87mFSUOgU8Tcu0Iw3iJ2WYLrS1VduPadCq5UpsFYK3y2lw7AWHxLGGlIQuMs5SwiIBVA/F80987JoE61Z7dDGGEwvfbBaAtSKWa5SauUcUNUvH4n98j2wHrB0W3z+mYvU9ZAQhX9u7DEgy1CIjLbyx3Rdh60EI8w5o3IgdEtS0EXAJHz74APOOSZtS/StYOWuIsSENuBctXpAjBG7cLG70IR2KVS4ZQvIYK3tEoNxTWoXUjxkVnjroKoLXCCsjsoayTZwpswEEqORYfPUmHHdkFTEVh31suWg2uRXP3eJs0fupRkPeP6G5/mdlqQdNidcDmQCTmVS3ZC6yB89t4977lPEpz+DthW692PVa8fbw3ODfqDdP9JysGSK/wuJ0uUcEkT2uCqF3CtvelH6l4NrrXW5eQN9kAGqwAolZz6v3ZlXdN1+xgIryKuPbz7MfFutns2S+lnNWigZS5t0pLEcG9ZUBqwCW+YSKScW0xm+CywWMG09G3ffy85738vgjW9n4+H7SJXB2USODdGAok9DRDbtjFCcy0Gui56pZ+8NlObDv/Xv+JZHfoh7738jy8kudusUZzYM5y5nrlx6ivvufQ1/5e/9Tzz3zJPY8VE6VWNV5vSJbUaNQB9t1/HJT32BrvNsb29zz52nqeua2URcgxdKMR6MBNopup8QI+1cdAy26GJ6tuagbgCpztGaGDy2MMy0UaQon1sx0HIuqMTXf9197ymU0kQf0FrRLqcoDPP5nLb1dCHSdZ526elCoKqOAjCdzul8YDZb0vrEct5KrYZ0KK5poFgPaeNkDpXKs6FE39IWKC6hEAMLVTZTEV+mKJ6IMUHMicW8Zf/p87QXr7L5jkfE66tO5BixSZHmUgxbi+yP2bNMC/Q8UBvDvuvYDrAMLdaIDis1mmo45tSNy3S/+SF4w6vRydN2E17zujfx4d9/nxTEpQBwzhCzRE0MBjXBd9TOlaJeYZSTZyklmloKK1tJwF1IcZW+maDsIxK0p62R12GtoFBJ7ofGWipnGdSizM9llpeyog0ddV1L4uXLrJe9k4wyjI+c5MlzX+Hk1hZoxaBpGG9uUQ8aklKS7hbEBHJtfJdFnOQDWafi/yWUOhCvpOV0SfKdZJv7QM/M1klu8spVKGOl2lVafk4MgCEuFhgUYbIHZJTPtLnFBy/0PGMxOeMqhyLTNJV4FtXVqp2sDbQhUleKk0cGTOYH5NShdMa0iR3l2b0x4f3nR0zSJYyxbG7UDN2Urt4mZYVJEWcrFBGCQjVD2j98L93sGkPd0ZkGl9cU1X7YnVmnDh6m1IJswNJ1rL9t1b3Ic1AgofWhpPUhbyClVtUrWVx3b9bqD4zD7sXqzz0s+o5r3YGsGPerlqTYVJBKNk1eHVZQqrmU0CkzdJa33n+v+O8pJfdbErV1aD06Qeg8KUy4Pl9gzp1n60d+lPaxZzn3L3+FYXfA5jc+SNw+hrv3bgwajzDbempvFlxvHe166Lo2VnH13DmyymjrCNWYrDxmnrj3ngH1HffzyY9+mKee+hInb72Dt7/t2/nd393glkFAadgYDqnrhv2DA2qn6Xxi2Xm++OiTbG9ucPz4UcajBpUjO/t7ALjkUErRDAcsFkvatiMYgzEa44osoFSyKeUVezLHNdvsTydW5pz/TMTB12s98dgFSTfsugJ1ZrxPzGdLck50PtB2csisae2R+XwpBUPb0XnR56hyMGhjULNFobuLia7Wmrqu0WXvca5Ca0tVyR0nJK/1vM+WYX6KfVeY8c4zf/Yis9mE2mdytpguoju5tspFrFGYII4AuwZu+Qc/jleaKsNbtj1UnlCP6ZYaNdH4x69x+Tf/iAsfP4+b7XBsNqP2kWm7ZD6dM94YEaLFGTn4bWUhgqskQt1VFTFFQifmwSFDLia8ednijBb0wwi0lXMmx1gahLI3SCQaFPFxv3dQkKPKakLwpCDEgjYkFsslg4FkyYSvgoq87OEy2t6iiglVj7myv+DYkRm3J2lLjZOB5oq5UNooacGlYrLWUbmKXnIutHCNzkoYDimRYpBBfkwoMlaLLQEpgBL3YFuiazOKpKTKiD4ILFH42yob8B5nDCpFDFD1XjwhiEePLuyqnHFG46OCBDvXdpleuY62kjPNqOYPX1jw/z3RkfSAY8Oae15xG12wvHh1Std6jg8i9999K9cO5rw4hdrvsPOBf4NhSa0yrR7ismcFB6a0Plko/1H9Ztl/qj80hCkmQ31z6KMc2oFLxoJKLzlcegql0MN1yTu5eatnwPXQnuo/1n9eH3YOW6+sBI5A9TYaa0FpP8iXB6A4LJfr6ZXiTa96BXVt6QXJILk82Ufwsdj2eDFDnXiO3Hc3s9/8IGe+/xFGD91L/Mqj7Pzhx6lvvQN3330kpYvZglr9/apYfMChPrMc5lFlfv4/fELs/uOcunHSFWvNuecD84MFdV1z590P8k1v/TYObuzgBhv49gaYjM6ZjQ3HyRPHySmyP5kzamrqqmI6nfD88xew1nLq9PEyR5LXbsP68TXayn2QkXAnI3RUH8WbTmJqOzK6dMJrIWb//lhr8V3LzViDxhE6z6DQWbPOtK3H2YZMZjZbgJYBegoygw0ho3VF23VkjGh2CrFIG11cocX/TSmxfTVaRICaJJ909cYAACAASURBVDMoLXkoIF9jtML7QE4i+u4h2ZQkGEyHRKgd08WCux58kPlijqqGZFexe+M6e/vXuTh9keQTvRGkTlBVjnnnwYKpBhzbOMnw9JjbjowwJIa3jDnxI4+g3vlWhij293ZJMcAys3P5eXQK+NCymHmUsVRaTDaXsyXBdxglmpqYxBmbGETXo/r5dsZohdMJU1X4pcfHhNNGvNl0Risj++yh2Qvl2ol+Kq2g4BgT867Dmko0SNFjvkqcx8seLlVW5KZGmwEXr+2zObTcccsJto9F/HzOxvY2MSWqas2vz0H8guq6ZrFsySkzHI7ZubGHqysGw7pk1ic04jzqfYd1QmFOEawFoxM59XYHcbW5NlVFjImqFiVtipGoIikIlor3JJ+IOhKUJ4SOjY0NaueoKwnOsZUpYw9NJtFNDti+ZYuGJXMz5p/8h8/i7v0G7runYdJ5Dg4mXL5wmSPHjrPVdEQ7ZGcR+MITF0k751g891lcXoAxWGXKARhASUZCPytJSCBYb9Io1uj9MLC33F8r8vvAI20K8yfL5pyViKesFW+q3sgSxAU3Cxa1ymO4qau8lt7ORpXZj1a9f9h6g+6FouS1+eSacSaQUz9v6jsFcb8Q1laMkQ0DQwMmJ7ISfy7pOLJ4VHmP94HpcsmN+ZyFUUxvzDjx3e9k56Of5uCppxm/+81s/fW/JniyyhiVGc8X6LFlJ2YqnUha47wiqojSMKRlqjcZkvFQ3hMljrjKcu3Fczx54SKvffNbUUTO3Hkbt5y5E3LH5csXWWZHXswZNo6NjQ329vdp6prbz57hnqpid2efC5eusDGoCSmzWHTs7Oyzv7/P5njMeDQkjAMpiSO2XEsDztJ6ia5FFVPMLLCGQuFDIPg1nTllicuNAUJIL3F/+HqujfEA5zZZLoqFVBZKtbWW/f0DxH9OSN9LHzG2dGExY40j+CXGCPzuCuTeF7dW9VZIMjNwBSKXmYvcTj6XjThKcWYKWiA0eQXGsQgtRimyh7Nv+EY+t3/AXVXDjcUNGhtpTp7gYOcGo80TTKc7pBYa13Fk6yT7iylVDFA3/MB7vo39vM+ADb7yJy8w32lpbzxKaj2ZJVZbhnaIt54b165T5Q12rl8Bq0ttmnBpiK0MjbNgciHxKFJpH7RR1LUT+FwpIJbkzUQMyxJCKAxT67QcvimSlUUh7EqrFSlpnJbfG0IQc0+dmbWtUKKtmBVba1GHoP4/b708LDYe8dyXP899Dz7EY499mucvXeXVd5xiNjng+ImT0m0U1XnTNCwWC3zX0TQNe3t7jEYjpvsHdF1ga2uLg4MDFoWNMZ/NBTrrOoGIQqQeNMScpVIJgbpucM7QLjuMAu0qUgiMRyPatsVosVaXAXEmdEGM2nKSN6KpSFljncbgxS8Hg4ryUDa1ZjAao2qFb/f41589x1OX90DXHDz5GapqSHXiLkbDDbqYmE5mAhu0+6gLj7PYOY/TEasSSlvqZMk2lxt4bWHdt5wyJlnPDeTDL32Y+8oexSrulywwo9xmGYMMLDWUWVbZWICXiKFYJ0LerCUPbIT+IaUM7emx3kMrlw5tNYuBVcNCKhtkfxgBSpF0xiQISuNy5A0PPoBWEHJirCqhas4W6BjJraiTOy/aib1px6KNLC89D/Ehqm97A7d90ytI88i8dCEGIaX8yf/5f/HWjdO4vRlXsdzggDODTYHvsmUyHFH//X9G58Kqu+lfh1GakyfPctfrb+f6QcfRM8fJ+Sgf+N3f49jRTV7zylfx9PvTatiuM2xubwtJRkmlvrW1RYyJK9evUWdhOg6To6kr9vcPuHLtOrv7FSeOH2E4qEunL9fK+07mnr2GCIOxqpADKshi69R1XYFIXNmc/xwI8+u0jm6P8VHio1sfsSHSLkR/44ywxsajmulkypHN0YoMYgBSYGM0kENUG1xhyB3OkO9CFphMG0yJkjZOjEETImgW1MUQciKHXPzrJASr6yLaVvjWo6xl7/TtnD6SCDqxVIoax2Decesdp3j0/C6u2UAxxZgB0/mMRBKF+2DA+z8z4R+88wgXEvz2nzyDzh4HBAdVEmuiTgXq7SGveOdbOPepT7N95QyT6QuEzgMGnyJ5sCHxCt4j+7/Glc4vJVb5Pl3XFcdst2KB9XvOimZdHrh+9+kPVrEhEpqzwIqWpZdsnaZy9FHKKSvaxct3uS97uOzfuMzdr3yIg+Co6jH7i32eOH+FE8dO0gxHbDuHsnIwTPz+6mb1rcQbzybTFaY63d9nY2OT2HZMDvYYDYZMllOcE+GX0kqYDCkxaIqYKXoSgY2BLQ7MnZyqfo7NEaUrtHHkrJh3Hc3AkaPH2hqrAtqATorKGrAGkwLJd6TYEbJihONDf/IYH3v8OexwmxBmVMoWY8iKHJbMnv4sO8uWw6IzXSoAYxNJWVwWPUWwHpcNPYuLvB5e09NxD2+w5eNyQKsCnfVvvHrJAZRSFky/DO+tViWFM8tcQukiphSobRW6pW9inotah32pQxWwMWZF8VofJP1QvwfPiipfMLCXZNOsdDypt2BRqBz55oceYMsqKg2ubhg2Db6TvCE/b1nOFszajv3pguuTjqemE4zKbL3q9ez85m+x/eCrmb7ufmKVMBqiUVLBKce9P/W3uKhgWVm2hsepqprjnWFaa1yuCE3NkohJkAo6IPROQyCSrOHW0zVb48wv/vN/z5HNMSTPN77hjTz5J4+Tk0ClMWkWXUvVOZpBjbXi2+Rqzdb2GOcse5MDqtYRosday7AZ4GPk4ouXee75ixijOH7sGBvjIcPBgIxoEqy1qxiEtbJ/7UPWa1x6GrL+Kl5Rf5ErF4bpYFDTDA2+nWPdBl0XqWvL0ncslh2bmwNmswV1XbG7NxGfVutI7TqW2XshKkhuTYZCaqic5NBn1fu/gS1Jjin3aYwJExQdqbgVrFljIUbIGjcaEoJGDxtiUNz7ptdyW7vgiacu8fR+x5lTJ5hMPLExtPsHDEcb7M0mAi+NNnndHZmf/f2nmV94CtN2VOMxJsEwe5K1OCNK+xQ8XsOZV7+K7W94Df/+v/8v8V2HVlbQgBjI9VAK4pwJoSVnJeSDlYBSrd5rvaJX55fsJT4E6VaK95nSEoHcRzZYTTHMzCyWHT5kBk1F27VkJFNmf+8AzNeg0D/YeZGN8XEGw4p2sc/maMzjL1zj7PELYHQJ3tFUlQzM27alsk6S9ApC3d/Ag2bA5GCPYdOQfcfObIZB4coJnFICp1BREXJAWchKBksKmZH0Vb7KicZVaCPQSxcCR7aGdKFDR0NTic1DXVfkGFA6k7ol0y7y2AuX+cQTlzgYjHEEXMjoZpOUOowWnDZpxTC1eJNYuIq6U8JkI61YQya1ZFNBVHgjbBSbNUolVDqcKbI+UHQ5TA4nKAp9lxUEpA59vBeCCcM3YZzFKE3thBnUM1xywYk1Rd9CP6gVgdbNWoeFmz37a9WZlYMll8Ohpxorvc52KT9EXsHha8R6TqNiJpBRMbLpMsY6hlUtXW4lflChiN+u7Bwwazt2dic8eWWPqjPMCVz/wpe4/fsfYXBjh4Nf/TVOzDKfOX2Uh9/xNlqXycaxXCwZbp9ADSs6kzBuwH4tOq8lGpU3cERaRqLd0gI1JDIsZvzS//Or/MTWD/PlT57n+77/LxEUfORDH+Czn/oM165dJ+XMoutofYveHLM/mdB2LXXVMByNUDqLmLJxjNOYhWnpfEVmIeFaKXH6lpPMFx0+dEznS/YPpjSVYTQaUFeuzBld6SYDIhMwhBhWQ33nHJ3viFFEdL2P2dd77c8kryZ2npgSre/wvmO5EIRh2Xrmy8Xq79w9WLBsA23rSUTaGAkI/JqzovOBphaxpAaWnSdlTc5yeNpKNB5tkGK3shrw5Czi21AyqnJOBB/pYkKVCOQXD+bs7O1wy5HjXJ933Dm9yqOXZsTlFLU44OK8Q9ea2o0ZbiVistjxFirBmQfv54OPn+PEZAfnttHVDne95k288OyXSe0SW1j57XIp3WmGqY6gj5BToLauHJQyQ3OjBpR4o2nj8F0rcG6JLu4tflYHTZElhM4X6YYE0wXfYpUmxoDTThqDElFOIRHoDG1KjJsapYrHmrJM5jNcU1G7r2HmcuzIKS4++xWsy9z34EM88/hTqBg5f32Puqo4euI4ldVELwFO1lp8DFSmVF/OUdmKFD0xRza3Ntnb3UW7mqaJhG5e2CmJRER3Ees0jZNsb1s5GbipzMgZUiEGVCRUbsFWkDNV1pAjOopld9suMDlzsFjgBjXz5ZIP/fGzXJkkMo5qMGIoQA3ZKHqbFKVdGZUrgu4350hWATTC5FKy0Qel0WSUBYdUin2bnSQOTHjvh4deKa1mEDlnUjlYSYdtT/RqcJ1yxCB4seSBKJxVa/2LPqQpyWJAmHMJ+imRpzdz6LI6WFZaFsWfHt/3eS6rwT3/ESjm0KxFZCWZ1bmU4C0PPcDAVgytwJ917Yip/ESl8NawdXQLtT/ns08+x+UOKiSbw9x5muWv/BrVj38f1fd+N7tf+hJbn3qU7t0Qk8JEz+99+IN8zw/8CAMfyXkMMZGtMJaUNWA6jJbOUGHJPSOHyAc+9CF+9Ad/lDtObJAf2ObatV0++pEPcfbsWa5fv8ab3/YufusTv4yJAV05opeHuus6DiZ7VG2Fs2Jk6b2nshY9MpjlUkSUWQguKgcGjaOKmrbtyE5gi72DBc4FRoPEeCxVsSKTktwPPXzUhXUeE0oXXc3N6XQ3NkbMpzPq0VA0G92S+UEkhERWEZugCpo2BWKUg6GpnGg6fEeuHSkVqj5a5qc5gjJS2GgrJJei1q+qSobYKSNcorBCBFTOBS4TBboSidMqK+Xo2PG7v/i/8Iqzx7mxdZrmlr/BmBqvFagljW54x8MPcxAW/PEXLvD8uReIMXLr7fdz/tFneODkgN2JoVKKrCt2L55jMD7B0p9npDTL5S4Xv/Q5nj7/HO/8gf+cBYqssiRt5t6mRgOJuJyhzFBE5lHo2tLBhdXhknOx84kRcmHYJo/OdjX3PfSgrTrAlSddAhUiQcFoUBMRlqExjulcyCmDyrLwX0NYWBsiPiQ2T95JZMSpW2/j6ovnePTcFXIOHDu2za1nbqeNnqpSq41FAmYkXGvqO/EHaz0HB7tsjDaYHBwIL985MaZTENuMqQw6K2IsXP0cUEnhjEIZJwIr77m4v+DSjX12Z4G9+Zw2ZKIR/r7SRoKCVEA0uhKso4hYDRlP0jWq4M7SVqaXwFVrxSuSs611gRrSalM0xX49lQ1QlzdGfo5GpQha2Fv9sFHlNWzU+3DlXsdCGW4jh1fPdIml1RdaqShzrRGfHzkQZY7UazpioZMapcphdnN0CwCo9QEDhyAtFKyy2tWaCaZe6lZwmBIrkJ58XSKvDuAQPG9+4H5ODipq7TDJY7TBGCd8wlTJ9XfF1cAa7jh1C5eeu0LAoE3kvR/4CP/V3/wvyJd3qe45i3/DG7j9Td9MaAPWyvX7nh/4QX7jN97HPXffy9l7H2RAg02ZtuuIWC5fu8L9r3kTTtnyejxKO2KuePf3PYJhyGZtePrxr/Dwa1/J9vYmV25c593f9W6mMxF1Dp0rdiRCiDHW0i7FCwykq3DO4VPEe+k25C5LGIVA0mS6FKgq6Ti6Th74GCOT2YLZYolSmsGgZjxsyDHTJSFEyDUvvW6KgOSn3Iy1sbXJeHOD5XJJ2y4YuIZuuWCrEqHxpUsvUtWGLsDAidixK0QFo92h+4uS4SLPXSxaD2t1YYMZstXrGaDu22QFaNDFWihKWUlJ9sw2kUIkY9FGsX3yGHe/8VtJc8Nnf+G/pQodb/yJvwcus7O7x7/7+BcZjEfsP/opnn/yGWJKPP/p30dXDZvHb+P2+x7m1D33EbsJ3eRZJrOAuf11PPUb/4SLV66xtTHmtmObnHvqUY4/9GbM+IQw/3JeGZSSFV2cYysJjktRnKxj9EIm6d26kQ7MGi009L5TNWXuksvzpOV+CiGIBi1FUmGCeQ2DqgYUvgu4yjBftDgtM7HpvCv83//4evmBvo4cO3OWRlme/fIXufWeu0i6ok2RL5/b4dTRSwxGW2xujNBFMQpJfIuSJyXZbH1oIWfxsfEe385IIaLJ4t+TJITLVDUpeSprSKETOmU94I8v3eBzz14jaUNMAa0y08k+p46cJpiKrPsEx2J7rRI6C9YaNWSTsKGRts8ArIef/colehd6jL+3icmriuCw+lm+J0soW5na59R3DkIv7ct1rSTvIxXstx86rhTtOctBVNSyqlT9hzdqrRW1FY+fwyJClfsDTBeGTd+FSX9zc8az69fZ2830cxd1iPa6mjGxhst6mnFPeewPm3KBS7GSZZDvO972mgfZrA1aGQZOg4d6MARjCYsFCY1PEEOCbPA+4nKiImMrw6KNfMe3v4WDaWB88ji5XWCTIigFKqKTdK+x7fDzObYc6q0PdEmU/8bWDJ3Fa0PNAvSYnBxYxfZJx3ziMF3i+ecXbJ89zWCg+a7v/A6C0sy7kqSZ5IFOKRFShrZs8sZQFealD4HZckEIBft3jul0VqBQuW4CG0nVLkNtsQfqxZE5y2Y7mc05mM6w2jAYNTgjFk6UXPVUKK0mvjzU8Re1rly+KqaORvQmMnB35JzY3zvg6PGjHOxN2BwPcE6g9slkTkqZbhlXXUeKveecwKc5a2ICkoacaMmY7ECLJ5tW65A0o125/kghVp5hlRW5LwhBWFTOMrrtAe7OjievPs780oQP/NufY77IHDuyie1u4KrjmDxnZA3VsOHIvd/GLd/6fTz683+HnU//Bne8+md47olnuPyZj3Ew3+f1P/1LPHv+PA7HlfNPM50EjreJY9/yvRxcvrC6Vv3YQWuNNglthfCStbzvRhtxl4ZVAmk/800p4qwp90nvhoGQobQuA/9eDyHfF5IknmUgdIGqsizmS4ajARrooriaV18LLHawt8t4mLl88Czu6FGuXrrA1tET7Fx8BucMz1/Z447TO+gUGW9uSAWhM6FboBA774RoMXwIaGAy2aepKkIQG3NXnFwxhvlsBs7gJ0s2RwMmesyv/+FXiBTqbQ5SkWeoVEXrZ1S18OI1qsxohMmw1olYuVmMLzN1XfjZa9+r1cC4h2f6YXLqu4sC3RRmWp/aJmhNKZ9KMXRYFClvdulwVD9nKLzxQx1N6j9eKvWetltSE9AaaieZFitfK9bdU0a6Gx+jDDfLEK/nrd+s1WeqSBIaAu2VNv0wK+4l5pOH/tVrWQ4PH+W6yyH8jffdx7Cywt9XGluJ+hptyTGLJU/bEbOmqhqWxmBdTYiRyhZhau1wZYjtLTif8EahfItyYo8C8JHf+S1UXvLpT/wBX3zsKawWAMbWA6pmyO5izl954JvwtsamjDUW52q00tQO2v1dbPLcuTHAeM343FNsPP8cj33LO6iCzBVDNOhY1NMgia5ZCi5rJYvEGYvVltliwf71/RUjKOU+h2R9H0tnFzDGHhI0mxULSLJSIgcHU6w2VFUtDrjW0nWhzGVuTjlSNQ1aiQOH1RofPKPxiMnBhPHGZmG8ySA75kgKkRC9NBtoQteJcLQ4V4S4IMXiHq41adFhnaRKmlzgMasxKuFjIESF00G0dql44RVSifxz/ZylDKPxCN+2pOy54763UT9kuPDsVa596YO4HFC6oXEarWt0HSB2dPsX0MqzZeDaNLA/yzzxuU8zavdRdkBTb9AMNlhO5oRYo1Sm85HZ1V3wHZH+eRB1vIpe0kZjB9oVsFmSUOX5iaWXWM9udYk+1mXPSTljZcdAFQg/JwVpTUnXiAWWytLpTecLnHNyf6AkiK4qkccvs172cBkON7l24wJnzz5ITEvy5pisDOPt48wObvDklX1OnbvI2VMtykDTiHLTGYktjUEgr6yELhtTQhm4tnMNpw3DqiYuRUm8bFuc1YxzJm0f532ff5xr3QvUtipnKKDMSozoqorJdMHxZrSiQxckGpX6U33FAwZlIB2qigvi3/OVVo3yypplTY/tv7zfsHURskllbsohplcH0Mr4DtYGlar/JWs/MBDGEPrQ/AHReKAoehjhnTtrDv3t8nNiCYISmmaWClcJfNdbq/9pqvPXc/WHQ3/W6nLt+2vYX+PD/14N/suspN/cUj5kF+Mjr7rtVsaNYWBMuRYllmFj/P8T92axtm15ed9vdHPO1e19zj6376unqAaq6AswUODCFWFQTGyZNI79kEhRXqJIeUte0jxFil+SKCFyJCMF2ZZjQ4LobMmYpnBhKLoCUx1cqu69dbvT7L1XM+do8/AfY651bsK5D1AnUzo6956zztprzWaM///7vv/3yXeOiaIVQTvoFJ2xOGsZFmtCzFilmGLi6Q+8i1d+6/d44SMfhhwJVtMXi6dQQsS5jqwUzzzzLNoYfvIn/xHPvNtx8fgzrM9u4LPm9XuX3P6TF4l5oouabliCs5ALl3/8Cu7e65xPW7rlmuv1k+TuJu72Fduf/Eke/9h38ye6YMdMKXfwfkUyBujItnJuzpFTwlZ/qxACIYh7xDAMUm0HPxcab4UURfV0AvMi91m7t+U1Ce+3XF6KFdN6vZTQqofEuZyvFzWzfsKPB3yKTNNEihMlQ44yJK0okETJNB0S28PI5DMpZoHDyYRxrMWVDFR3fU/fd9gWa1zPRfKFWIJkx+TCVCR5U2lbh8BBF5G1N582eVY1JgpMRoblrQ1lDLzzfU/z6u9NhOnAZrMhGYHZwzihw4HDvUvC9chr23vYW4+w3L3B+dPvZvFGQF2/yZ/+i7/HeH0b0Jw99hhdZ3n+u76Hg9UcvvQKh+kgfolKiRK0FFAGZTIqB1ClChqKQFQqCWeoNQVZK7NSEBKTn7CdFD+yDAmZn7IUboqmjhMuaoqRojRpP8pMVUocvIgFNouFOEG8TZP7wM1l9BObG4+x219x+9WXeezZ57j96lc4v/UkadyDzvzuH7+MLqLouHnzZnVolUyFrtfEMDJOhwpJGfqh5/FbN4kxo3JGa4tz1f0VcP2Cn/il30Vb4RZyOVb4RRWBygq4vuMw7ihIW3jq1dXgGaXEYM7ULUQ1q2FOpLoVqpH5hXLfgtz4o3a0m+10US8Nximt6sm0FVYmqaUDmol3av4IjdSX341qg53M3yMlefC7TvzQRA4tlbWtXRSlzA+LWDfI7E9T2aj72buHchx5FI7y0BO+5b4OpRwNOdvvbcNpHeOzj97i+UfPCEg7T45ip28sdliRitjchAzYHqc0aTqglcUuBmIChyIaCLfvoc7PmH75Myz+yvdSiiaYgggvdS2IDK++8jLveM97eMcLT/O93/MdDJsLXL9EWxGI/M7SEfdv0IUJHf+N8CIl0u2v8K98jjc++3vkR58gKccjvvDyn+559sf/F1789c+wfOe7OTDi4oAqmQ7FhEcnjYmGGGSwr86XklORTBYSJR/nVbz3wrHN8KEUFTEKBHLahJxuPqjm96ZAafaHkavrLa6zVUX1tT9M12MBYzu0HciHEZSjKIf3Ez5ALkFsa3Tt7nWhG8TjfrfzuF5BLvTdQMqFEDOxfulEYTdK7pQ1FuOcQMoKEeHkTEq1TVGJGAVCajqSnArmhK98/vlnsA5MdIyHA4cXv0i5eBJFZNptUf6AtpYSJ4HWssfyBocv/yElZZ79vr/Br/7+r/Hoez/KnT/5TdbWUe6+AQniuOP21RUvfP0HWLgL9uMVn/3nP4XBEELEn8jItbFYazBaPBxzknwkKvypbZ35qaaqrYxz1qKLqt+xdnt14D1UfzddlZsxF7RxXO6vefrGDcI0Co9rLYMTlVguifjnIfSTn1ifL3nt5Ve59eTzvPHSiyxuPs7l7Vd59Imn2d57jduj53NfvcNqsZDBJH1OsZ0QzV1HPywZForxsCOHyOXt15kOIkO01rJYLlmslgzrDaUUfu43/0j09i2rheOiLhUYsnBnaRENQKq7e+sutHQvNMSqbR5JpMRvJY5lsWukuqiTUpFFsWZWySZlmB/O0we1HVIhHaE2haZUWbI6+WxzM1SYF2HV4DdOPrPWOKsxlYw8VWPN8MXJZ3wrnNRkzg/rmOd56vcQ0vjYkaGqoKFKlduGA5yEiXF8j/odnn1cjFJtshV6FRm87QeyMXMVP4WEcTL7k3LBKIvWDu8DRil6rZm2Ow4otjf2vPPqHtv1iqx7UKUaOopj7n7ai8Ioi+fd4ArOeHGPcIHr7Ve5+Qe/zPa/+x9YFs3OZL70yIpHPvndnC/W2KceY7QTa7fgGsX1YzdRf/e/xv4X/y3rf/pPKSGTzAFTFoSUa/aGwBxtINAY6bbnALDqfBxCmK+rqvfiKTQmg7i6kvQnsu5j5VILmVP4RJNiZucfkuW+0ZAzMUWCHykpEKaR8bAlThNxCphSKEq8xVT2WCUVePEKpwTuM6WrBHXCmL76aMl3N9ZgrJHxCGNQJRGE10ah8TrjjCaGgEZhOztv0pEsM3FZNvpBOZ5dDHzqX/4cz3zoW/ni7/8aj7/wAXRR7La3OaQJZx0qeQIiJlqHkTc+/ynG6yt2n/k53vOuj/DEYz2/uB/Zq0T/8ufZXm+Jfk8omc2NG/zqT/8ffPSv/23e+NPfpozXeD8KkoGqA5QjQ+/IpiMYT84JTcIaSy4RFSzaOBEmFPERk+ss6lPp0DQ5BpFae09nFKjMcligQybKkA831ht6K/fUZrli2RmcVlhdmGKcvSL/rOPBsNhqzZ2719x49IKzlaN77p0kP7FZPs6br36Vs5trDoctL931PHZ3iwL6vudsYyElximy8xFra0Rmr7nVPwpacgOM7QTnQwS8P/HPfoPslpgKfcxWJiDkv5bKXZ3YiwdfTdwQT5+2gIESRY2qwFcuM+ktEP79BP1MnldyPQZI9cFuCXfUi6Sp1ixKzD2bvUnKYW7BVaoi7EoK7AAAIABJREFUg+p/ZIrMZ8DJIlqVK9rUurnCSAowShych87KdH4GqpT2qMY6EvttD1HKkLLACc254GEdwhUd+S75QKVu8q1rrF1ebptQvb7lSFKjFDpnsjaYlFgCVhmSzmhlhVOwHTEllE4o5cjKQBk57A4sXU/yiYMPqH7AF8XNpeXeLvDqvT3DxQVlPXAYPa/+1C9gl2c88mP/lsAizpKmwEtf+Srf/i2Gv/ljP8ZLL73OV178AjFGhmHBer3mP/xrP4p95UUWh5EXw56Lv/0jfPDmLfrn38H+3quMr+xxtmB6RVlvePTsJu7pM87/wd9nfOkNDnliGaqqrZLTbXhPSHl1dCyu6i6tNdMUxOFbG8ZxkgA6Xci2Li5ocsxV3FFhtZxw2qAarIuiaCUKKdVs2iMpPpyNBeCZd38UlRLT9gqvevquUMYddIM8q8kTc2I9dPSLJXevL9mcn7O9uiSGSPQH+vUFisT+6gprNaZEfFnQaY9KI1H1mG5gCoGhcjz77RazvCDvrzDdEqX2hK1HW0/negyB6TASlaPYBZ1zxP0l2hZM+XXe/RHFMPwuH/+RZzF2RH30fYIyFGSafdwSQmC9PqP1UOobv7WuM58lXhY+8KMfnJ/hFJ8gBRFt5HzF9z31CEv/K3z/f/nvklIipSjXzw4YZynBz8rAlDI+i6MJMdYkX3E87vqBfYiQEyEXUk6M40gYPSFmwuS5unuN98KjTCmidIcyipIVt2+/Tt91jFf3MIiFf4qRjFAYSUFJhwde4wduLtvrazabDTlnXn7lFdbn5+LzlTPrsyVX97asVjc47O7yO3/8Ct37nmN9vWNwjn7ZAUUyE5AhIaVkUXHO4bVibS2Wwvlmwz/8F7/JvjjsrHIps79Ug680hc5YsZ1RCjf0HMZRJM1AayOUat5UJ3Rxk+7SZMH3l/TqpKpLyM8W89Dm31Xmha+5uDa33sa3HP2y1AybpZzmfBuxa6/hX0CpryulZreU42ex1lQ7Cj3DZeotyZRd1xFCJEePeBlKbKssSuIZVB4ioT/3LKX+3rqSGZ9pw6VVJXTffE9B2ZNNU0FKkbWzoh6sQUWqSHGgtcQ4FCDEJPLTmtp39+5dOmtJWbbqzlksMOmJHsXtyx23ciFvDzzy7/81wpe+KG7aRZFGj14OfOxjHyOEwD/4h/+I1167TfAeSqGzluViyTAY/rPv+W5eNonhr/8QeTEQnKIvlvH2PfLlgeHRJzA4lF4QDwnba/ITB3ZfeIVhjDgnVeJpN9qgwdNBuKO1TOtI5TtnqEmJbQLdyZxIaYO6ZYZt5Z4pc1c0d9f1lxE/lPtg4K/lcf36S3S9Ix12xGJx+pw47inTjpAyOUwsVj2KwGEbGHfXxHGPVgbT9STlJFgseVbDUsxuE1gSpEyYIqazqDhhciTuE9Yk8AcpYvwOKAyDJeZrOES8HyFNNRlXVFZ+ew3JA5lDEDXo7jBK95fEeFc4X0PyE2BxncMHmTVJSQY1m91OAxM0ArvFXCjFSBS8lqji3dWV+NctF+Sc6yCl+KIla2TgNUc0BmUsWhnGIIPcKSWczfgoKE1IBdd16FLwIQskqOX+UUbhOkdC0RdHTEjir4ZusRFPtnWkhEnEBakw+hFd5L3fLojwgZtLAcb9npwz682Gq3v3WK/XXN+9w+b8piQ39mti2DAdrviNF19moyzKZs7Shs3Zal5EtJX8bmstvbMSTmMcWWv+x3/yS4xFIAmKIUWP0k4GB5VCZcHUixZcvM14ONez3V+x2TC3A60D6TrReN8nIdZHcvnUngSOAVsxQyqFWAohJsElOXIzbTGUkJ5G4suC2uZhjgQ1x05GKUxhVok1OZksKCdWL3WGpbNGbLMrbiqeR8cH3xiDnyRrvE3Ei69Y3VyLQIX/f0zoy/dWJxtHPSknsF2eJTrSkhdV7W+oe1MGlTNf944X0KrgrETBNWlwBlK9NiEVjHHspwN+H0g5cZgSxfWEmNE5sVoOmNvXXAydTGmXQOcndj/9szzy7d+B2u7ZnQ102RJi4N6br+OU4pUvf5n9YcS6JZrC9W7P5eU9Bpf5o5ef4eyHv1983mxHt7lgWD0OL/0yetljD4atzgwhszo7w3YLprMX2HzrM+TPfQqSmWcPQjoq6nysrrxVONKq3BhlBiWEKIspdUahbeKZ+X5pzg5KiVNyK9YSRSDjU3i18neSN/9wNhc13iPFToxkjWH71dfFtdgMKK1ZOMPh2hO2gazvoLXFhyxGk0ZJGqPKZAU+WUzn2O8P6CQkvdECmwU/orRmPOxYrxagFPFwhTUF8iVvvnmFSo7loNCdY79P6FRwDuLuLmRxlS5RfN90p+vijqim+sUs81VKHwd+587T4L3YR4nSlDlqOkXZAMcc6ddnGGOYDnsmPzIMA/v9Hq0N19dbUk4Mi7UU0kWyeFScKOzRSrHqOlBLTNcTSsEVhalBZ23j7foFOUnRZpxBO0smkrPwwsZohs7iup6hk3TKQzRo1RFzoGAZujU+jE2O9MBr/GBX5M5hlOZwOOC9rzdf9X0qsDxbM04Ty/WGyR8o3vCzf/hFPqlfIN2KlJJYLY5WFCgxBkSBNY5cND/+078kxoNmqH5hUqnHKBVBzmo29xNyPM23f5sCF2WRdBxa6dn8ciaRGwehVOVj/t/yY601CdF4n2ZIzDBCyeLtJS+eCel5Q1HQUt0EXhPIRyECA1G51e6kwUTyA+prJMzHGYN1pg6RStok8+ZT5veXjUT+TmZIjpP/tprvSff2MAn9Y4dSmq6BIzR5mi1zlEqfKMVqpU0RuWNJiYXVdM5RSsJZKzGtJQn5WMB0jn7Ro4y4UScPndV89aVX0brnlZe/zGLoMUpyTlwvmUGT1kz7HWZzQfSXXP/Kl1j/wDejalX3rz/9KT75g5/k8UduMSwW6Cz3WYiew37HD3/gQwxdwuRM6gfyYklJcPfOy5h3vxO1TexToZ8s9mJDtj1meQMHvHmx4Cxk9p3CnXRu7ff2y9dCRLc/4+SeK0fCXs6loZTj8G+sKZZzVzT/WyUuA/ddtnLkuh5SLRL8JSVJJEdMgb4rjNGTU8Yax9ZPhAxWi3TW58KwWtXAPyfKpjCSUsAnue/7GsRVCgyrJdFPOFNwzpB9wk8TzliKyng/oafMoBZEtWPcJ2wqDP0gHYyqfG+Fw0c/yWJpNKaAM5akDCF4yMg8HBCT2NOI27d0giVHjHGkKDN6Yvgr1lQkzbobiDlKLPxiYBgWaGshZ4zrGZZrQgxoxHCzrSW6dyi3IWMp0WMVxHCgc4asJGhs8oGu64FMDAFUIsQR58wsToohyaC5NkzjgWFY4P1ElRChSHTWEJNEYmvaQPSDr/GDx7dzZgwe23XknFkOA+N4YLles7u+y2pzzhQ99+7eYbXesN/eY7lY8+kvvcz3nb+PxfU1g3VkDDl5jFWkpcWqAaYDP/M7L4I2RKWxyLCc1icbwkl1LyQ+89+dkpT3rq65OD8T2WLNuihK5mtOZZqnZ+OUZzkS5IqYS61M6lBbaSR1U5xpdG7wVxuA1BSV0EXPP6dtLLPY2cgGI6ONat6gYpEh0qw0nZP0N6Uks6acLg6lubiW+z53qkq9UzI/I8q8U27j4RytAuCoAtN61tg3Y8Qj9NJ2WlsJx/bnmQQMGpyRRd0YS/X3lM0+JoKJLIzDGMt+HAmTGPL1Xc/de5d0Z7eYdlsWvWMaA5veYNBMOmPOzzi8eU337E1e//yLLF94gag1ToHrHH/5L/8VSkl8+aVXWC0GetejFCxN4Qe+/sOs+oIpkJ1Y/aSUmCaPyteUbsA9sWK8N0rwtukwiw24gW4sDL/5G0Q8ttr0z7NRJ+rE0/tWnXTf858jXbwAqvLQy+YsYXvK6DnSlrlTVsei6S1qsmNX/nB2F6NlHiUESYyMJUvceM7ENKKMYdnbmWj3fuTy+prVosMhSjlrFEYrgYyMQEtaaRbLgWl3jdaWlMUNoSCv9X4v0JHRFF0gy+LboMhpv0WVTFK1oIwZYzVWqxlxUFosdVISw8yijGwuRoZtY0wMQzXIzEmGQCmk5DHdUGdVokQFGCcJoUYRokBoWStSFOeJ6EdQhs52WCdxwzkFEQppS4oFcSMR6xpn63As4rkYU6R4IfGFUpYhypxEBOGMRqvC6AUm602P1gprNKSM6vqaVSObtKyxpqZQ/jnmXEpJWCt66QJEquIqJYyxddHLMymotBXsr1/wM5/6N3zi297LYu2xaNxiBZ3DBstLdy/5n//PX+DWIxc8+dQTxBiYfMBWbyStLSVR5W91ytioeTBM1Z+XY8T1HfvtDnMheONxcRcOQqn7u5TTIcT2QM8EeW7f+36SP1dZr9FWYAOVTypygXOU5rh5tZ9DW2fV/GczTKXK/PMkb0LhjBYjO9UEB8fP0DBzuWErCVwXcwlGqiyQOnY60q09RMv9IvfH8dxIlZUbJMlbFk2oRUOVK1f3gaxAx8RHPvg+lp2bnbOLyriuR2WZmeoXHblEfFDEUNDKMihP8YGPfuSjfOmr98hG0SfNm+PErc0aP0V8HAnbPcN3fgvJRcyUOX/vu5iMBNnpXDgcDtx98zU+/j0f4+WXvsx+u+O5mzf4plu3KHaiJIs5W6G0xSyXgCIFj46BYhwMjs27nmO/GxnMgtRdMEZFrwv6t3+dYDxD7ijazPfafJ/WWa555udkw5khMGThauIVkZLqOYHSaHO0AymSRCnhWsfzn8v9xdf8PD+EIyvI0WNsDyWSYqDrB4GSKtycYsSnRDmIs8Zms8EZSCTW6wG/u0Jr8RckZ4wWJaL3E4XCNI1oU52PjaKUgFaSJa+UGHgabSkn1kR97/DTiMpB4HdjmGKgr4t2yEEEQSHIYGGWwfGMJnjPcjXgx0yOAeMkwI1SSDHT92IAqZQoAffjiEKipXOW+UDj+mpfI0tzqjJki4IURYRRGv8q9lQ5Sy6WdUMVJEnEuXCVToqIklFF5lRKVdJ2Xcd2uqYAxmpSjNheotk1GdMZQpACf/Je3MdNwSpDjAKxPuh4sBQ5joCm6xeM44i1S6zV5Bghi+27r5rpw+GA6zpizIyjx6fMz336S1ws4Fve9Rw3L865HD3/16c/g8OxWZ5z67En+OZv+1ai91xdXnJ9dcnV9ZVEmUoACClmSktYy8cNpimkjKn+S+k4q3LcQI4Pyv3T6sfNZbZXMWa2X5Fp/7ox5FIX+TaBLoosKdDz3DoXKgzXhjfb+xfmVMJKCs3zCwCmBhU5Y6rz8/GCvdVyplSivMGT7dqK+EC6FSUvoVmCqIe4uSgQcjPLtWk1cDuPDSdrYWla6ePCKcQAoFAZFtZy5qx0u1Wq6zrbJjPRzmI7RyoCAZEL5bCX65wCnQsMWjOsFxzeuCYp2AwDt/01q2JY9AN3fvU3ufHO59l8w/vIncHmQrHQofmD3/8dFLDbew77kb/xzd+InUau08SKHnqZ+h7WZ9AvcP2alKFzPcp1KG2J1nH2/FOEOyOmKJwqvPbaZ3lsmhiyQ+tMyuq+zeV03udUFZjrglBUswSSYkPsfk6iDuaCCXRNHcwyJTLfdK1YiSXN81ByAdXxxvwaHz6MGG1JUbzPrNGESeAoYyQ+PSextM1ZnANU6nBaEQ6RffCYkuhK6+4LnRNjxhA8OUPX9a0cE1VdliwTOZeJvlsQa/BVyVIwp5QYhp7JexSQU8Sq43ybcTLD1zo9Y8Tjqyk8c5xYLFZM4yS1piqUrMFWt3RrKVkRkeTLlMF2jpKiLNZZuu+SMgcvXU9DLEiiKFW1sO+sOIFMwdM5Kx1Q7W5SkPVIZ9m0Q0i4zjCkjrFEGRhTNY+rCL7SOyNQei1qo5+ADCnR9x0qTTJfNU5oK+GODzoeuLnkGLCugzRJtn2a5rS4ojK73Y6uswSTybklwYmzbD8sUDmzVz3/929/ia53BO9Zry9YLjcshp5v/pZv4vzsDFCsNyvC4YIpjOx2O/a7idu37+LDJF43VcmitXAqbWrV6CPXoKqXUqagW3jSWx7cdtynUqqig6aaSbXa0UqJ83CWOZW6rMkbtKowQ05JKiNONhXUUQWsjwtBg4ZKAWVNzWWR7qUhd7NDwEzii614/cTVkLKZXNY5l1lcAEe5wv3f+Wt+1G5E5IzHc0E5mnOewi7zZy95zqtXReOV5uuefYxea/zkWS6WdTDTiIpMFTrbEUJAu56YI6535EnjXAdBMW3v8eTGcnV2k90br7Jc9Chn6NGYrsM9dovNduLyK3/C+ZkjPvVU5bkKURW2u0v+1r/3d/jZn/85PvS+dxHGPUVL9EM2MlBmjKYoyQjJxjEsOpQeKN0C023AOrrFkmgKIVr2d/6Id3zmC1yrA75LOBaok6r5lAM8DuqqWYUorZ3USNLZzqddCoxjuUPKx7qyvIVjbKrFopiJfbmv7o+D+FoexmhyygxDz353kDAzYyApRn+QStx2WK2JRUs4oAscgvj9LYYF0zgSo6coh3UdYcxomv1RYNxdYZ1jN0V6J4qpmKajbVIuDH1PrI7muYhCVIPwfO3DFsmSd30vqkUrgW6lDmLKQqsglRpp4DFGNiajNTHX+HUj8FSpPI5PCWM14+4ao20dgBV7nxgjfWerYKd2VyajqgN8yUlkxKXQGYHljVGUFHFdhzUGHxMxSiy90qK4FDFBV4coxd8uplR5Telmw1QVhyWTYqjCokjJhWma6v1Ui+0HHA/cXAQSihz8VFUP4tYqJneWUrHmktvNn+f0u1IXC+8966qE2Kwt2lk2mwXf9Z3fxsXNMzIFqzXrzRq9XgsGGTwxJvbjyL179wjTge12i58O+JCIPhGRBxAl2d93797l1s2b8wBmg6jKyQk4rQjn4C8t+KepAewxl9mFeJYM02AJju9ZEE6knaecjl2QEpmiqt2KaYR1aZ9CHi5rhGcxdaMSkl7cXKFePMUsJS1FNva2EMc6l9A4qfYtFWpWv5WHuLeUcjw3QN04jsafM9QzQ4YnG7xS82ClToFHLm4IjqxloXS9q/9Oo6nQYM20WQ4DCk2p2HlSsD5fs99e8sJjPaP6COt0QE+XlJiZDoHdq/fYfOCd3CwK9iNlCmjnRI5M4SMf/Ah3b7/J173jOYY7dzFOY7WeTSWH3qGdwy2W2G6g9AsJorILjFmiuwW5X+APB3wxDPkLPPLYo1x88UVur59ieW9PWHh0sXMBMJ+Hej5T61xnoUMULg2ZsD8dkpROsQ7rIgtnqp16ylmKMCoUnMo8VzM/HkrUJto+HOPKVJVt3nucEQFHzpnBSXxuqPe2nyLWac7Pz4WjqTM/+8Oe3onvmnEOkOe+ZEMKAaUVi8WA0Zbzm7eYpkmEOh5C9DjToTtHIBNzpK9+bDLMKvBgg8NzSSwWC1CaKSVUSIKSGI3rJESrnfumHNPa4Kw4PHd16Nd7X/0W8zwgnRUs3YIYK1leN6qu71qzglaVT8NSijjGG62q2syh6wyKcY4UC95Psqmko9WPMpU3LjJgHGPA2Z57h8uZ+8pZILphWItAq0gap5925OTp2siFEoRCP3hveRtYLElbNkvtStNuR7SR9it4X7kNaCooow2mKqSstXNrZ63FdZof/MTHWW86chKVQkbhtITiKCoGrQKDyjza3SL5wK1bNxl3e/aHicvra3aHA9NhL5tYdcRNtepqtvftwVGVnJux/9pKRykBgbYo1hyWRq5W/7D7IIui0LrMleVbnZLlvY7ux63FbLMZuZ5DpaCbORY9wxqtsi8lVUuYqoqvsz1t03prhdnmemYFVoUFU3o4lah8COlQcpViyomQnHJgDpBr7NF8xpRq+WFSkYcRo8QMMkUxcdTWSregFFOIQkyXQqcFXguTqAvDYYQ4MsbMcnOLVb/nzn6L75/HseO5zZNcTjvUdkQvFuQPPc/0i5/mwg7YzQr/5AWqGP7Sd34Lv/tLv8Ijiw690sSKPZuu8n5GY4cFbrlG9SvMsBIPM2MJ1XJIA3dee5lHzE2GRx+j//lfQYVCee5R4u4LkCTB9BQWk9NxCigy/9n8f/XUKiUhUaLezDNsC/cXVQpq2qu+r1CpL6RloSgUyjycamTygcUwSCy661BZory997i+o+s6GRh1Fq0lt11pja687OZsQ5wmDj5gYpS4+VrM6RosKMaeE+PdSRbZLKIYZ8R5gaqmVClTtHA8c/GpLGEcReU6p1RWY1mrUBgSEgksCPWp0EY2pba5G5jVtkoL4lJKIQaJ5RDYM2FsNwuYlNbEStqjFKXyyVJc1Pe1VuD8rKBaxWhlaAGOafKoUkRcoAypeECxP4zyb51lWCwxRpJ+SxFxRNGKvu9FsGANOjuyqhJ2xIi20QUPOh5sua9kUetdR0qJkCR4Rinw/jBjocY4tOulXaon2NrKkVhFTJ7l6oxF3/Oj/84PYR2kIBWIsQKlmbYR6IJD4JFSOqyK0A+UDF23ZLEODMsVfhoJYSSmwjQFXs+ZkEWj5VRB61whfDWTlM2CfK7qkcEkVY5W8acbScNWWydRaVRxZi3NkqZ2OhUGb9VhffppFpiqfketZD7GGoV7i2W1xM82WExWW2MtqvmGAc1ept3Is+S0frwWn9s2MMODcdG/yGP2d2upoaXMiqVSOaJG6ssL64J5utAl+K6PfgOdKaQcUEpk6doaqSSdww29BMn1A8pKxaodaNMR/B6FYfKR7Z3XSalwc0io8iZq+Rj7W8+zUoZluAN+QvUbbv3IJyg2o8fAqz/zz7lcFBxwa5ChvIjFWfF5c4uexWpFVIphWKP7DfRLsAsWnUbZgaw0dB0xJyyR4flHcf/7j/P0V96ge/o57n7lqySXWU2JybZORB8FKfWQ2aYjvCgLpgwmKyUeUMYacYRuRF4tZLKq3Fft7rU5nctSs2igsr0zz/iw5qJsm1XrOopS4nRhDCUFcomArs+HOBCUKaOzdAEYzWEcxXfPGJySzKcWUDirSYtAU33fEUuhd5ahX3J9eQUqEyZ5D+scbjGwvbyi7yWoEOdmmNTNQiONVYZitOADudC14LV0HP62Vga9Za4tMmX5s6YYbaC1tnrmRNvGKLCldBKlJPrBEoKk5LreUZIYmZZaiOYs1zUbCS9EqdlpwfUDqdRhz8IcPme15Ny0NUIQkyPaJE4Qk8jCQdrMnOR9VY1GVppTuu7/8xo/6C+bKuu0CmqpZ7pBGyVTkthDy9yJrpJS2ZDWyxXWGH7wE9/HE08+AlT33sJsqa01+JxgHzCdI4Q4m8ZltPSGSkhxbS2u7zGd4dycz9nR+/2er3z5Jd717hdYLQa2V1fAEUPORQymKyVBzNIdRCR/XlWpodJykRICvubUqnBqyyx4p64pjyqLxFFVJr2pcEy9haSI1zPUIUR2oe+dvKJ2To2jUarIUF6d/qdAS6FsfFO7HvFERSQEYxU/q8p5aOGmHtaRm9igFHSWiOXWuZXWqlTCkCyNvtYSKy3yT8sTNwYGXUgFIWBzmR/4WfZdMj5GdB7pi8a6OlmeM8uLCw7ThL6+QjtRf+23O0qKjLc/z6TWvP+bvp/bt0e2wLokwnjNH3zmN1gZR3fDsaiQUSwZpQ06e0xzzrUd2Q1szp/AEyBklpulOFEoRzGWkA0aRby6Yr26Qfn9P+SZl14lfv1HmV57nVe2r4vU0xj0CbYgxUU6KSROyHyO3WgIkYZJyPxLHcSdO0fJ9xHOUM/BdE0OXirBr6tAoL23LFcPpxhxFpTK5KJnlWjzE2wuvUU+PkobVCc8x7jf44aB1eac4D1p8lz7vRS1ubDN1zgntlJWy/0XY5TrMkaivxTfQ2NY6KEq5hKHcUe3GLBaFmCjCma1BGDc7bFDjzZQkoIUoWi0sygj57nPer5WOWWG+p2MVkd37yiw17Q/oKyZnxWlmDsBrTSlrkHGGCgRU58hP44YI+FyXWfleVfCoUwhkFSu76PRRhOjiF1yyrjOQYyoCtFlCl1nSTmSYkbpglIdBz/hspx7lQtZZZGJK0U2wj1Ff/89+mcdbxtT2PJBJO3tKPd9qyxSQr/EaK5VVtbIfMz7P/Q+nnzyUVo7J1VSqaiJqBUKqUIocoM3SSUwY/Rd5xhHUQ5ZJQ6uU41qfe65Z3j66afYbNZimTAsCd4zjQdi8EJElRO7e9WITXPsNijVqoUjiVoridb2yuuOXUuDtJqirB1HHL1VnfKeRoNzphrIyc3fFDs5Z7moJ/BI4yJS9RUrpaCNqh1KmT93PU2AZGTPXlVvQ7r9RR7tc59GA5T7/q5uLKq1ePKCo1Qh8fzTTwKa7dU1q+WA0mqGSrJCNhUlG0pJScjK5iiNZj95gVu1hBp11rI637DdXrNYPs5id5cv/eufpVtesH/Nc0nElcjNztT7Kc6WPK6outk7SJF+WJK0w2dZBNI+olcRVRLjGFmuOiIIfOA913g4HPjwT/08uV+SX36Rey7zcjlgFCSnZxsiVbsJdYJrt5mU9iC3+0E88gS2pRYg7fzGGNHm/jkwNd8DRVroKmct5fReE7i7PKT7xVhRlraOre97wuTn6t9oQ6icQU6yadrOMU2FFDJXd67IKbHebDBWDB2JEV2Gmt0ikGNMSWS1WsYaGldZUhGoSYsgRxtDb93ceaArr4emXy4oUQQSqhRM35FTJvlA0UligEs1H80BUwyHw1ifg0Iowie52okaY2VIuGSUsnWD0c0+EOsEppTP4jBG4X2o94SswyWLks5qi9bi1ZiQTtYYQ1GKaRoBgZpzPsqQJz/S9bKxDsNAijJrF2OpMzniopzqoLJGEWPj6NQ84Jnig1uXB24uTWs9W3nnxhcIXCRVlpkxW5SZCSSYOFuv+Y/+4/8A54RETKlUsqzM5K11MtMCoI20kRQ1t2rNlkJUW/LAOOeksjBG7OuVYjUMohRCKuh+sRIcOgYUGT9ObLdbDocDu+31PLuja654q/zcd/UsAAAgAElEQVRA5M4hhbrwHWdrGtFvtIOSZFFDOo32mlIKVh15mGadTikUMtaK9fc8xFZk02k8hXSDpTYs0kNJd2cpOVcDzTJvdiGV+WEUkltudF0t+t9u0Okv9DghplE1WbNxSEetmyyiFbKsX5gCmJjYVBfoYRjmiISCQG0AKsngaPMYg0IOhZCgWy6AQvKT4MnUwdUCNzY3oBw4mHO6M42OBd1bSjLkYMEg09ZOQpJUDGikqOoXC3wpqPU58SDuvMTAFA7Y/YGx3+KGC7AGbZbs93fwhwPd51/k/Z97gzvrx7iY3kTdvcej3vPV80xnLAen6aO+byOQkcgjdDh70amj2kvXmSEtlQhJCfzY1IISc31q+tpcHKg852nXU3/WzPk9nKPxudaKCWNLh+w6UTL56USsgjj6OtdjtBDvqsCYA7vdNf2wYLO+wX6/hRgIqfIjBmISmD1OE/YUcnQO01sR2xhXLfun+bMoOjQKYzXTOOJ9hZqtxXhBS9rMUCvgvA8YYzlEL/NwpRUNZTYHVUX8EXVFbkpWpFJqQSg5UG3dk05IDHRNzQtqkHmsXGSMNcIYJe7OulR1qignNUf0aVgsuLy8qs7fEqhnjaPkQEpZ5m20IsdC9GFeU6y1TGEipiobqR3y2yGoD9xcYoqMFduUHdTMfAUIJkzDxI2rhHPEGs03fvgDfPKTHxfYLLeFtxrt5TQv1KpiR3pux/Oc4aKNnsNwnDFklRkGsaShwgENY1XCmKMRTbhCSE6tB0opLFeJzdmZTKyWzPXVjv1ux9XVpQQxNeKeuqiXRgUIzIVSb6kgTV31BKqQB6FWglqhy+kQpejTnTUygV/ahHVdNFRGY94SEUxt2anBjvOEp+CkJQtaWBedVNMeBRqhVqaZh4RyyOeGCtDo2UizVLJTKT3ntMjWKhBli10twLueegKj6syOks0jxsRivaqW6fKdcsoiTS/UB0pMLFMe8eMocuEshCc5EaYJrCJEizUKVQJqgBgylEwxEYXBWIVNuYauaRaLJaP3RAq96yhKY1YrUhA55q1n383+7rUsGMtzYpyISnFne5ev44Kvf/+38ebv/QSbcQtuzagiv3UWWXSSXbRMIqtNnCjDSrXsqQrMmR8sdVjS1K6UMj/bFW0UBQ/yjKYTNWRB7kl134WqXliIueoR8384xUjXCe6PUng/sRhWJC2+4b5O1C+XS4zRjIcRU6XntpO00Kwy2ioWy4HDOJFKYeh6zHKJonB9dYkWikAQEu3IVWklA9+anAIYsX0yzhCjFyjNWGJIWKWZ/EiYPNaJPVOKghxIQSiFLjExhYBSmmnyWKvnRNNC43plM0lZ8ndQmvEwSSZLvSitMzXm6F8mwqKENt3RpUIrVI6Mk6fvh9rxVAsgFEYLYqQ05JjIBcZpohSNdUtcEnjLTxEfEt5LY5BiqaoyjUKJgWjKpBBJSe64lFPdpMVi6kHHg+dcSmG92Yh8rhrozRtMJWO10nPFU4psEv/2j/ww73nvC6QcZ0sLhZF0yiw8gKoQ1HEHPHIJLWI0J9k1tZEsg2KkTZWfo0iV+ANmzX/bEPrOEUI4wjEG6QyS/PvzGx2r9YblUgZE9/s9h8PhqAJDKsic0zxTMsNi5ShXhuMC326Qxrm0TqQ+23TWzGq0piQTJVVVoQhC2G614/tWQzLV+KxEjbc9njO5FhXmq9VeOT0xD+sodSNUR5iwkfmtKzu+Vv47Z/GEu3XjnNn9uO7Zut4j0mkqlJW4Z+1cHYprsmvD7vpK4KzVSmYQchSoxMoCppWc85gKJma01WgUIVDvQU02BYVUtCEGXNfXxVm8yy4ef5rXX/oKPYowFaKO5OGC4jJT7Lje7fmGcIsb/Zr86huss+NQzhhKwGXNP9N3MDiC05hYpfBZHW1ymhGlOpL8Akm362hApRlvbPMILY2V0oqjE/l8hWSF5K4lQOPBOMJub1uK/gUe1vaklFgMPTkXgp/k2vUduSDVc4z4mn6ojZEBvmo5H7zEGAtvp4hhYudHjHXAUczTZkdyyPSDRF7HlDCmI0ZPZyxZKbSTqIpGmNtuIRt0kq4hVDhKoyWcL4pE+jCOOC0OGzEGtFaEJNCt69x8/WTdaG7oIpQSXkTEKu1ZF+fkXAejJRTOWPEwizVd0pqOUsCYjub+EWMSJ2ZrSVkI/5QSfgqitDSO7fYAWgQC7ZyGmJl8QFZWhU4ipFMZUlGEKDHIuVDXKpGNh5JR+cH3y4PVYsbI5H3tDu4b9lJqtu4WqEwejv/kP/073LpYk4EY28kqKJXnSl3pwsJ2srnUG7u1dvO8TO0UjIbO2nmqWKmjLbjl6N/TyHSljjJEUwcvm/LLGEOp/kXGZkwy2O4RbhnZhePk8d5zfX3NS6++weX1lpiKxAyok0nqOusA8owbfex0ZqVY3QwKGasVfWdnzBWYF7NWrbbnes6ZqcScqrCaSLZLnTeK+HjE6lsAl3xP4WKYK+CHx7kUJd+jpFL5gyOeD8fF7KhYks9YEDuNjVHkFKSaNoYQ0+yAbdvGTV10S3v/TEkBf5hQ0VPQRD+hbc902JHrw1pIsphb+SxZyXn1KYvYQwsPaE3zUtIo1+EzLM5uUpSRgTvXcfb8exjffJlhuePsyfdCrxnTirt3X+Yb3vNN7F77LE9+58d4/b/6zzGdo1OedAj8bzd39N2KrckssyK7ZoEv8N18PpouG+Z7OOcGm+ZahOhalRdiPF7jxt81ml/ggspx5vqsaFGG5ZpeqDhK5x/W3SIKzFJhdYXtO0oq+CnOkRHCTxim4JmCP8r5o6dzSmqyFBhcFSIURSyFFCLRTxRjK0+RxekhZ1aLFSEEXN9hOst0GMl+JEziS+ZczzCs2O7HeV2x1mJNV+XEBeO6mSsTd3KB01QtBox2xCzdcIwTnTnmzeecqvmqfE+KzKLFLB2/VtRkUeGYJeKautZGbLXlj1FyphrkFbOu3UfGdCImSBmUcVxebumHXmZtqoOK2GJpclHEJD/L+0gaA6kiDN6L+3GcRDghARcVGVFq7s7+rONtvMWORnn3w2HHDcFaSwqRH/jEd/ENH/56bt1YYZVlP0krW2wSt00f6J0QZikHtDGisGnEQ6us6iLi2jzK3BW0xfv48+X/m2zXkFK4zx5GMMtS/43caFLpBnLWdJ2dL07OmdRHVmQ2Ny+4eOJpDoeRO3fu8MbtN7i+3jJNgkOeYtXSqei6mFdCW0vbrJXCmo6uU9gZqjp2OroS3Lk0Z2fE0biR3RwrTqVE9eN9lgpLMSvIjDE1OKuBTtTOocKFD+ko6dhJqeou0EjNRisc+aRjt5dT5L3PPInRiZjk9Ro1D/TJrE4g5EQOwt8B1V8ukVIgBU/OdVbBWkklLFIRyyYbMcrg+p5Sie9WpBgrE9ASIa1xtqMY8ZRbnd1ksmummHEsyNsDxq5IN57mDSzrw4E+bxi/+Du84/XEjc0lT//NH+XNpBlvnbF8/S5fvniUv5++gCMStWEdHfte1E0mKim8NOQoC4IMIsOpt1xTy8UUAYUyRaa1K6Y+IwS1Y2zbxBFqkxmrnAol5rk7p20qM8fztb9PAMbJ03Udh/0ERbPdjfjpwGKxoJQIpeDHLE7WymCUouiCsXKeSjZM4wS6oNsMmNaoOirRLwaJAEYIcqniD6gUqsnnklxks25QmUQZSMyI/L9YwkDdoNTR3kmczxPkgLEKqmt2VgqxVSlEP1LlQpKuCRXuFJWcMQL1KRQUW53gZeNNyGhFKpVbQ+BCawUOb3zlNCZZ20r1GjQaYibmREpFPPdsR9GWGEfIorRUWRFC4N7lAR8C472d2NMYi3NWUiyr4bC1HTonKBFdCjQ17J+Hc1EFhmE4EolKkctxQMhohzWKT/7gx/nQB95H13UsFhJwo4OSCVGtKDnNxHSMHl200BRVYiznysh5SaeLYRvwOsoxS3lLF6FqTkK1tW5Qwvwd1HG+RSmxdUm5uoeqI8zXqmmtHcYkcdt1jm7ouXnzJrvdjjv37rK9vmZ7vSVl6oZiJSNDCdzXHmZxG61Gb1pDPm48Odfqs1QHY8QCJhdOvqfMM+QimSWlFEIUHozKZzQLGiH063lKud53qpKEDy9d8FgEFMgJ0HPF1uDKNiBWchbS0xu0hsfOz8ggSsPq0wbiIVZS4uA9Y8h0XU/K4qDrJ5HFe+8FCiiFGDIhjGyWCYhEH+i1o1DwRtxunbNY5wg1YjeHQily3+iuF3lst5YckKIYijygoGBxBoBTN9mlS1Iu6Be/yPt/8dN87uY5z58/y2s/8h24v/vrrL7wZT71Qz/Mr332H7PRAx5LVxLFFfrqBKGdVKclpvl6koUzsVpcCTKnqq5ahCUlG1IWAvcUmqXyWaYWTnN3qxTW1ETBmf+C+1GJh8O5aKPqYKIjx0zfd3WIGnRnZBjQNKFDW380Ck3XO3IuLJymJDDacBhl7s7Ugi0EL8FiVip9nRPrxULI6WmiJI9SFufEYj+lAtoQU5C1KosjgzUGazqmdMCYQa69te2pZRr3dG4gFlEZugJ+kiHF2HjQIrkzKmuxjqkdWAiB/RjQvgC+FoK6OgXIRL+1VmaVZhm5LOrGWmLKNZZEo41wLhKHDVY7fJjk52pL8oHkE/v9nhwy0+TxMRMpjEFygrQW7m/0XqiLHDF1ONVXpZnRis5I8ejMg++Vt5UixygkWKuechYeobcD3/O9H+M7vuMjaCLWDLWCghASKUvX4Kwl+gBF46dAjAljgBhxrq9wUiUSG2l50iEJHCZW4rOUeOYizLzZgcLoMrf4wAzbSecVyOkY/yq4K8To5+/pnGxOJQrs11UlS9f1nJ+f88hjj+Inz+uvv8n+cOBw2LK73jNOk1SC1RTPKi0xzbqGilHmLJMmWwbZ+IrSRzVPe/Dq54+xztNUci02BZ1q5+HYPTUyX1U4AS2ZNg/TuJImcqiYt0ASzBBl800i51pbZNCKJx+5wOlCCQHTdZSSiVFmS3JKXB9GphDQRvB4d1KpAwJ5eOrgl6ZzhuurezPsGoookYahoygIWUQmxjhMZ1lsbpAS+BhAWbTrmYCbtx5BmZ5iHKqz9OsLil2jsBwKnP3BF+Ef/ww3uo5ytuJDX93zW5/+WZ76qef4l7fg7ocs9vP/hPPBUJTG5g4fwklXLXxbK4aMMeQo2H7rKKxzsyoJ2iajmMPjVCHnU+NKkAz5lkgpyIBMq0vnopSa37PlEc2X8O3K0b+gQ5dY1aO+ztuIUCcEL9d3FjIUihHHg1IFLuPYcmvEQV0bzWq1IIQg61WzcYkR5zSuM6QkgpmDn3CNj02J7bRF10LOGIMPHpUzXiuGwQlPohM2i2V9zokwjWRqEacK07gHmGfulLYVzgoyI6JN7YDKnI8Vs4QdyiS8XIGu69hPe0qRIpyimMY91nZ10zegMikHQtjTd73462mLsgu0CsSc5rUxxiwheuO1yJwqVC4CLYPzkWVniWMdGAdsKdVeRkZJrq6uiDlXBWItCAooPN3b7B5vC4vlnCvW2IwjDUPv+OG/+km+7v3vqBVXN5NW4xiqZFhUD0dn3zg/RLm+7+R9ndSVk9DyTsqJcqItoPKwnP65YKiFpgcXeZ9ob45czv0PpVT0xhiOVZpUECkd1To+VeEAzJ9fGYMpBtd13Li4ydKvKOUmMQSur6/Z7/bstpKf3XeGzsgmbPQxQ6ORqO17zVwJzRFA3bfwmOrUnJKQ2U2qqNHzteBkaWiwWCllrjLyQ1os6g++r1KGJqhTpJhk+ju3jbaQiuN6F/n2Dz5LCvfojSYFj7Ga3llRg6XEoc4oiVAgVbNSoIiyq1QbH6tlOCyFWCu+SKwS+FKkOo6xsNqsq0X6RDcsiHSYzqCVpVsu8RnO1zeIKHq3wvQLXH9G0g677PFJMf1Pf4/1n36OabnktQ++m3uf+Fukp5/lsy/9Kb/9279Amb7EWinCaoMrikMeMaVgy3EoOYRAS0tt3msi/6/zJhVqOYXG7p9rUrOasvUs7Xiro8OplLnJexsEzQnXcp/g4mt4aG3p+wGtNTEIwT55jzayyRutiUnu8ZINofJOMugunKQyihwzPo9z4dI4qpQSnRVlpkxiGkqWZEi5Z+R8iU9dkoI4aRadcCv9sqfUzWIca1GH8HQpSeWesvgqijehrb8K4yRCImst1J8VS8FPI13OpFTtXWKkjW+0jSkl8KlaxVQuJqSRMEnhI123qgo/gzEiIU5Knq9F12GsWHNZZzkcJvphTSmZ4CN977BuV8cuOlLasFpY9odR3JWN+Lo559AFhr6HHKETCPoY+Pf2ysIHq8Vyql2LqfyK4/s//pf47o99I6kUQsx1EYwEH1kbwziNFf8DrYvcQOpAKVItoBVdhQKSKijMDBU1ZZWqcJi1DrFracRlnLsZ4W5ytTpRGGtovI1SUsG3BzHnU+xZNpdYlWRhihVrzfOD5WOeY2RbDomoljTWwnq9JIS+ko6Bi1uPQiUSfZyI+x2H63vsD/vTtX9+qNvm0R74zBEXV1XloYye5cZTOpnQLtRuhnnRaZk1QiZqefgUR3vxh3Q0CO5UxXYkj6qVfL3WCct+7Lh7eUUOl5T6nUxRlBhBSYu+O3hCbBV2mq04IGGNrtVjG/KCUoQXCyGRq/gjU3DGgrLYbkkshqItulOEDOvNhlQcw8agXc9isWRxfosQIxmN61Zk41Al87/+9/8NMUuonL5lsWpCfeHXMF/5Vzz15JN81wc/zGQ9qSxIvfA9XdF0cUXIBc10rHCVWMsr5aUCVaKK1FqSV8VgMNbn0M2LpvCKqnalcr/neFLpN3Xeieim/UxQkn8uLeV98vo8bzpf+0OnRMoTWTVebRQ5bZEZIKUheOGXClCSmG/mKrPWQAry99ZaCY/zAaMkhMwaRSyZOAXhloybw+ZiCIhfRxarei2FsKIiGNbi9/t6zyoK8n65KKKPpOovaCvvkotiOohwRJu6gVfVlYifdHXMEB6nKJHKF2Aad3Q1jDGXjLEOY7RsHK4T6TygKp+jECHDuVYVHncoBdZYxinghoGQJNYbJCPqME34KbDeLAkhEsJUuUhF5xTJ1f3DdOSiQDkRNxiNKgFnlBikociVYuj+n/bOndey5Krjv3rufV733DutwS0wlhDIHpGAIAKCkUicEUGGxDfxFyBDQgKJ1ALhwBKfAZGR4MAEyJJB4GY8Pe659zz23lW1imDV3uc2kmeQ6OkA9ko6aZ17HruqVv3X/2Fv+9DPqy++uTzrdl6+fIkxht/9nd9Uel3bPESEcbwqlpnVkt/q58f7npwTteqBsNt0LfSpbfbNQl1vJOgMxFRUdXijU85d26z8lkZx1gMv6k1Erzy3oTo3UeTS7JlZO6CHmsGQ0rD8sABTUe73QgzIYG1pyXFxeS/e6QNWq1sUtv02cmf2BPMCzy+T0sB4Hfj009ecTicul6EdKIU5vnn+DkE7mWqU8ue8vm6RtyERhZMU321jDTBqWui8bd+BxdaWqbL4on31VZuoT0nct8NUw98qiURE6aOffZ75/HLFYPnxf/yUX//FD8B6jJHlJie1cJky1mgHWtJIDhZbDNF71QmEgLEVZyrF6KaTixr0zTeCOY/D9zuwgcPhyOlyZSqW3eFAvzuye3ggF0sJHdV6qu/odp0ybkrmz//0O0Q74RBsNcSG7Vtrsb5jyoIrBbf37KtnshNPZwg+ELuOGgp11BxyEU8R4XK+ktJIrYW73V79+xr+7Y3FeRXJqn5MhaPBK2cnNX2P3lJ59hy1Gw23G5E+88/Yk/P8y7DMXpxzpHFUr7b3UOdroZSRGHuwAVMubUiubMzpOuKswVbBFkhF1F+uZdrP69VUXS9dF0EgNYcGbwObriMZRymZxdmgCl0I5CxIzUvjWqmUrENwUbxaLXqqZZTKKBUjiSpKUS9lWg6FWoWURpzTZ/H0dFEfuhDAVKJ3VOvwYU68TExTJvjAcd+Ti+CdwqM+hpbc2tizqEB6cerIhRgiVQrdtufN04l+s2EYh1sMdNdhWpwyVSOKne0Xq5ngHRWvB7azGAux80vDEwSF1Eyl7xTGdsZQnRJxtn2nc6UvMTn9Ust9gIeHB169esVv/9Zv4K2hGo+khK2o+6sPTJMGhKmzplMb6NnJ01q8UXdkhaAK8/uq89C/qh3LnD5pW5uxeErR0uSAKlaFlG3fdE4ZRM6apVvDqEWK1R1WbTmsaSZ/hkKBatQ8rhqiUTxeEoxTS8OjPrsdNLuXZ5DdfNtQR1Z1gw7OE50uCuc9sd8Suo5hGDidLpweH5nGgWFQa4YiorTaOkNaBmOd2kNQG3FAISFrtbuaHZ5Vzat56P8dKxeafuR961x4G4rU7003BGd1foDxnKdELZkkE//0L694eTywPepnULGZNAgj0wW/vJ7CIVap8M2WiLc2VRW2pakgU2IqGWl+TP56ZbM/cr4m4nZP5z0meGromGzk7v4F4j3VOk5Pk0I15zN/+WffIZoRW29O25jb51NKrz7T+ya8tDnz9PTI9Trw4YcvNCdIVIMyTMNykMxarHn2GGN8i8m23NLbvM07x5jSW+yw+XPz7Pmcm8K3tVg3NtlCgW81s0EXvcxXXP/4w3/FSCEGFavWnOg3HTF2hKjatjl1MXiFLL2RhTK6zCFqYbsJDMNIcI1yjTDlK1bAd45y1bTIUjNF0gI/qYGj5XI5EUrXbtyNzm2FIurCXESoaSJ2QdEEJtI0MF5ObHd71eaI+iEaER7u76E6qslIHbFG1EVeUrPBFyxF5yB5ovOBgtB1QdletWjOk9P9wBq1w/IhYEwTfwIpj+x3G2qFruuIIei+6axGYzuHsZWadC8yxjClRMmRei34vuP8dML7mzi+ViE4S7Aqmk+DVW+3LjINF4RMat5iVdIX/sZfeLjEqIaBr1+/JsbIt7/98YJj64Pq2Gy65TYwDAO1Fg6HwwLT5DwRvbrYAmy3Wz2Ipmnp2EEHYxjbWE52GTDp/5n1MXaxDjfGYMWiIl+zzF3mBVWkLLeh2VfHt0GWDtD0OuOdXRZoLgqnbbdb/Tsos2iOkJ1fe/E/cmo+573Dt/erXnM6G6EdPncPH7BJE4ejkL82ITlzPp+YpsSbNz/jzZs3OpeZ2WLWqjpWoGS17ZihQ0EPU4N2bOpiYJZBbzWNLyQAuqG9z5qHiSxEA6iiTChbHdUIgwQkPUE+I5K4+hf83T/8kD/++COOuw2UNrgdlQhS2kHrmkv1TTs1d3i60UYXyF6ZRMUYjHc4U5Siaj1ie1J1dP2Gl9/4Bueiaul+d0/cHjlfC7vDltPpjPWFT378b3zvb/6CWCeM69onVD8q80xBr91/5YOHe839ANJ4JTjL9uGIqZXz6YQUcCEQvCNNE130iESu1ysiLLflOeZimvKzg0J/+9Q2gZkgobBvC7lrB85zxuGS+tnEms8hWb0J11uqqXnbF+6rrJyE6G2bh6lx7eXxjSbP0sTFtTJOE9cRLuczJReSKB17/vymGopokxaD01Aua+m7wH6/Z7/b0Pc9zlq2W8tm0zf9XKOx55FqhBgGrFU37Rg9+XQhNSjOGbC1kJNGKmcr9Nue6Jo8YJyoZcTajDEjknuyKKnHiOCdgKgHYogdxrRo5lpIVWO9SynIpNY8m+0eammmkzpe6PsNldRgb69K+aAkiFwSuIgq5g0ObU517uOgGlLKSlitZSEu5Zzp+8j5SYWopagzxixslzIhUlTwaaELBmODMjC7CPV/AYtpOJjynf/oD/+AYFUJKlUZB/PiMkZ9pGLfL3nwsygyhI7gg1JkraVk1RMYox2qNabZQAg56QLSBfA2hdZZFfww036dW/x7qGoGp6Fl2r/RmDIlp4bBBkCxTl0/Ct+5EJYMd8VyzSIQxahWJfrQFp6lGqFW7RD0b+qgMUvGOnCiSmIo1GaHr7x6o/OmuEFiwbaB9f2LD8gpUUvh8fNH/vOnr/n88cx1TFAE55SeWcU0Drwegt5apXNKITjNOZE2mJ0jAHQm9R4H+rDY/befpZVGGvgqDPR88vpCyqM2KWLI0wljPd/9+x/xJx//GveHPXUalBLsNTdDqpIjZhPVOUHPtNhf7SjVfqPrN/Tek3Jl6z1P5ydi7Djst3Sdp+aBn3zyivuvfR3jN5huT9i/wJeMlMJmu+MnP/oBf/vdv8KZqjn3zMN0u2zEtdZGuKj8ytc/5KOPPqKPG0rJjckz4p0l9D1SGksnBs6XK87pe5W2fqZpVOh4t1sOgBgDqa036z2mtoZDbohAbl5hVWavvee36tu/6nzbbjH2Zp+keL5ZdDGSv7gbfVfV9ZGaC1MasdPY9oMe7zWjRmzWRrW/w51PbPoDOQnTdIPERVojIYVSIeXEMCVSKnzyOlPKq3bbvdmozDM/Y4Oa7VZt5rx1jU16S+ksM0w0q96b7k5KatlUG4w19NHT9T3GVLZdx3a3gVqJPnC8O9B3Jw6HPd4bumSQesViiNHp3KkWtl1HlUL0HcPwpPTyahW2MpaUzkg1bf6dtWmehC4G3Q+NNt1FwEhR2xftKig1Y6zCw9YZxlS4DldtAC3EXg+m4Axp1OdrJij0MSCSyddJZSTYxhqblibm59WXkMlqY7NkvvXNX6WWAVEy9PIDj2PDiENogiGWrAjvg4bWtDmLMfoAzDglFVyMbbfXRbHdbLlcrwCNbnmj297EZLPn1mzP3WC0ecE3Ze1tuKkbwOx4DCwDPGst0jBta9RZFG4wk5upvLfLTsMpgy5K94yxs8AQN0uOBfemUY8bASEE377bxls3nX5fmz3H05lPP/uM8XpV2mIutI+3DMZ1867LAHimKM83Fw2h+p8s83dbz1l6xig0Z4zRbKBaeTwn0piWQ0hELeSNyZS44Z///Wd885cyx7DBGIUupSqxxBjDOLWYVefbItDkwHFMuE3PZn/QOZgIZRoabA3xOCsAAAG6SURBVNITu47T6YniPfvjkcOLX4C4pVaFRkrJlOsJF3vKNPD97/210nWbg4CzOkSvtYW1NZhKROi7wO9//HvcHY9M6UqMkRADL1++1BlYI8RILZzOIznPXaXi3EWEGONy835+M3HWgHNU48llWm7U0t6Hac7IszfeDOfedC9zUJiSQW7uDeqNheiMyzaR5fuq++NRoXEjzY4kIVmZgSH4Nl8xDIOmz4LOElXjkihZG9padP1M04SzBnWCg53zDeLSW6+8xcjS77AYiD6QpFCaZQu2iXZbIx2C6kWUyr7her4iqNjyMjwSQuR0AmMeF8baMGWcUYU7VShVb7O56IYsjeEoJS96uRj0+b7bd4S+o99u2e+3bPqO++OR3X7HbuO4u7vDW8d+v6OLEWOF7WYDNeGCw7uAET1QBKi5IKhRZRZhHDNpUl0XUpv9izBlgzOe1L6fyzBSqzBcrjijxKeSldmnc0b3pa7I5n1RD9daa6211vr/U+9/2rvWWmuttdb/+VoPl7XWWmuttd55rYfLWmuttdZa77zWw2WttdZaa613XuvhstZaa6211juv9XBZa6211lrrndd/AbGWCsoVOBvXAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x432 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load images into fast.ai's ImageDataBunch object\n",
    "random.seed(642)\n",
    "data = (\n",
    "    ImageList.from_folder(DATA_PATH)\n",
    "    .split_by_rand_pct(valid_pct=0.2, seed=20)\n",
    "    .label_from_folder()\n",
    "    .transform(size=IM_SIZE)\n",
    "    .databunch(bs=BATCH_SIZE, num_workers = db_num_workers())\n",
    "    .normalize(imagenet_stats)\n",
    ")\n",
    "\n",
    "print(f\"\"\"\\\n",
    "Training set: {len(data.train_ds.x)} images\n",
    "Validation set: {len(data.valid_ds.x)} images\\\n",
    "\"\"\"\n",
    ")\n",
    "\n",
    "# Display example images\n",
    "data.show_batch(rows=3, figsize=(6, 6))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Classification model fine-tuning\n",
    "\n",
    "We begin by retrieving a [ResNet18](https://arxiv.org/pdf/1512.03385.pdf) CNN from fast.ai's library which is pre-trained on ImageNet, and fine-tune the model on our training set. We use the same training parameters and take the same approach as what we did in our [classification notebooks](https://github.com/microsoft/ComputerVision/tree/master/classification/notebooks), training first the (new) last layer only, and then the full DNN.\n",
    "\n",
    "Note how we train the DNN here on an image classification task but will use it as featurizer later for image similarity."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn = cnn_learner(\n",
    "    data,\n",
    "    ARCHITECTURE,\n",
    "    metrics=[accuracy],\n",
    "    callback_fns=[partial(TrainMetricsRecorder, show_graph=True)],\n",
    "    ps=0 #Leave dropout at zero. Higher values tend to perform significantly worse\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>train_accuracy</th>\n",
       "      <th>valid_accuracy</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1.222880</td>\n",
       "      <td>0.597879</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.807692</td>\n",
       "      <td>00:05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>0.627971</td>\n",
       "      <td>1.595134</td>\n",
       "      <td>0.947917</td>\n",
       "      <td>0.807692</td>\n",
       "      <td>00:03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0.420056</td>\n",
       "      <td>1.113557</td>\n",
       "      <td>0.989583</td>\n",
       "      <td>0.807692</td>\n",
       "      <td>00:03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0.346380</td>\n",
       "      <td>0.861486</td>\n",
       "      <td>0.968750</td>\n",
       "      <td>0.923077</td>\n",
       "      <td>00:03</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Train the last layer using a larger rate since most of the DNN is fixed.\n",
    "learn.fit_one_cycle(EPOCHS_HEAD, 10* LEARNING_RATE)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's now unfreeze all the layers and fine-tuning the model more "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>train_accuracy</th>\n",
       "      <th>valid_accuracy</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.070419</td>\n",
       "      <td>0.530849</td>\n",
       "      <td>0.968750</td>\n",
       "      <td>0.923077</td>\n",
       "      <td>00:03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>0.104504</td>\n",
       "      <td>0.625436</td>\n",
       "      <td>0.937500</td>\n",
       "      <td>0.923077</td>\n",
       "      <td>00:03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0.161532</td>\n",
       "      <td>5.947248</td>\n",
       "      <td>0.937500</td>\n",
       "      <td>0.576923</td>\n",
       "      <td>00:03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0.379887</td>\n",
       "      <td>16.473907</td>\n",
       "      <td>0.906250</td>\n",
       "      <td>0.538462</td>\n",
       "      <td>00:03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>0.506546</td>\n",
       "      <td>19.420815</td>\n",
       "      <td>0.854167</td>\n",
       "      <td>0.384615</td>\n",
       "      <td>00:03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>0.461954</td>\n",
       "      <td>12.323284</td>\n",
       "      <td>0.916667</td>\n",
       "      <td>0.576923</td>\n",
       "      <td>00:03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>0.460655</td>\n",
       "      <td>25.007784</td>\n",
       "      <td>0.906250</td>\n",
       "      <td>0.461538</td>\n",
       "      <td>00:03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>0.529758</td>\n",
       "      <td>4.452327</td>\n",
       "      <td>0.916667</td>\n",
       "      <td>0.692308</td>\n",
       "      <td>00:03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>0.565160</td>\n",
       "      <td>0.651887</td>\n",
       "      <td>0.895833</td>\n",
       "      <td>0.769231</td>\n",
       "      <td>00:03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>0.529716</td>\n",
       "      <td>0.280170</td>\n",
       "      <td>0.937500</td>\n",
       "      <td>0.846154</td>\n",
       "      <td>00:03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10</td>\n",
       "      <td>0.539373</td>\n",
       "      <td>0.220216</td>\n",
       "      <td>0.895833</td>\n",
       "      <td>0.923077</td>\n",
       "      <td>00:03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>11</td>\n",
       "      <td>0.473777</td>\n",
       "      <td>0.218803</td>\n",
       "      <td>0.968750</td>\n",
       "      <td>0.884615</td>\n",
       "      <td>00:03</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.unfreeze()\n",
    "learn.fit_one_cycle(EPOCHS_BODY, LEARNING_RATE)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Feature extraction\n",
    "\n",
    "Before computing the feature representation for each image, let's look at its architecture and in particular the last layers. Fast.ai's ResNet-18 model is composed of a different set of final layers (here: `(1): Sequential`). As discussed at the start of this notebook, we use the output of the penultimate layer (here: `(6): BatchNorm1d`) as our image representation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Sequential(\n",
       "  (0): Sequential(\n",
       "    (0): Conv2d(3, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False)\n",
       "    (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    (2): ReLU(inplace=True)\n",
       "    (3): MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False)\n",
       "    (4): Sequential(\n",
       "      (0): BasicBlock(\n",
       "        (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "        (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "        (relu): ReLU(inplace=True)\n",
       "        (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "        (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "      (1): BasicBlock(\n",
       "        (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "        (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "        (relu): ReLU(inplace=True)\n",
       "        (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "        (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "    )\n",
       "    (5): Sequential(\n",
       "      (0): BasicBlock(\n",
       "        (conv1): Conv2d(64, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
       "        (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "        (relu): ReLU(inplace=True)\n",
       "        (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "        (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "        (downsample): Sequential(\n",
       "          (0): Conv2d(64, 128, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
       "          (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "        )\n",
       "      )\n",
       "      (1): BasicBlock(\n",
       "        (conv1): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "        (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "        (relu): ReLU(inplace=True)\n",
       "        (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "        (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "    )\n",
       "    (6): Sequential(\n",
       "      (0): BasicBlock(\n",
       "        (conv1): Conv2d(128, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
       "        (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "        (relu): ReLU(inplace=True)\n",
       "        (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "        (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "        (downsample): Sequential(\n",
       "          (0): Conv2d(128, 256, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
       "          (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "        )\n",
       "      )\n",
       "      (1): BasicBlock(\n",
       "        (conv1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "        (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "        (relu): ReLU(inplace=True)\n",
       "        (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "        (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "    )\n",
       "    (7): Sequential(\n",
       "      (0): BasicBlock(\n",
       "        (conv1): Conv2d(256, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
       "        (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "        (relu): ReLU(inplace=True)\n",
       "        (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "        (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "        (downsample): Sequential(\n",
       "          (0): Conv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
       "          (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "        )\n",
       "      )\n",
       "      (1): BasicBlock(\n",
       "        (conv1): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "        (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "        (relu): ReLU(inplace=True)\n",
       "        (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "        (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "    )\n",
       "  )\n",
       "  (1): Sequential(\n",
       "    (0): AdaptiveConcatPool2d(\n",
       "      (ap): AdaptiveAvgPool2d(output_size=1)\n",
       "      (mp): AdaptiveMaxPool2d(output_size=1)\n",
       "    )\n",
       "    (1): Flatten()\n",
       "    (2): BatchNorm1d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    (3): Linear(in_features=1024, out_features=512, bias=True)\n",
       "    (4): ReLU(inplace=True)\n",
       "    (5): BatchNorm1d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    (6): Linear(in_features=512, out_features=4, bias=True)\n",
       "  )\n",
       ")"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "learn.model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following line will allow us to extract the penultimate layer (ie 512 floating points vector) after running an image  through the model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "BatchNorm1d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n"
     ]
    }
   ],
   "source": [
    "# Use penultimate layer as image representation\n",
    "embedding_layer = learn.model[1][-2] \n",
    "print(embedding_layer)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Compute DNN features for all validation images\n",
    "valid_features = compute_features_learner(data, DatasetType.Valid, learn, embedding_layer)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Image Retrieval Example\n",
    "The cell below shows how to find and display the most similar images in the validation set for a given query image (which we also select from the validation set). This example is similar to the one shown in the [00_webcam.ipynb](https://github.com/microsoft/ComputerVision/tree/master/similarity/notebooks/00_webcam.ipynb) notebook. \n",
    "\n",
    "We use the L2 distance which is defined as <sup> $ \\sqrt{\\sum_{i=1}^{n}{(F_{q}[i] - F_{r}[i])^{2}}} $ </sup> where $F_{q}$ and $F_{r}$ are the features of a query image and a reference image respectively, and $n=512$ is their dimensionality. By default, we normalize the feature vectors $F_{q}$ and $F_{r}$ to be unit-length, i.e. have a magnitude ||$F$|| of 1, before computing the L2 distance. One could also use other distances measures, such as L1 or cosine similarity, however L2 with unit-length normalized feature vectors seems to work well in practice. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Query image path: C:\\Users\\pabuehle\\Desktop\\computervision-recipes\\data\\fridgeObjects\\carton\\47.jpg\n",
      "Query feature dimension: 512\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 7 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Get the DNN feature for the query image\n",
    "query_im_path =  str(data.valid_ds.items[1])\n",
    "query_feature = valid_features[query_im_path]\n",
    "print(f\"Query image path: {query_im_path}\")\n",
    "print(f\"Query feature dimension: {len(query_feature)}\")\n",
    "assert len(query_feature) == 512\n",
    "\n",
    "# Compute the distances between the query and all reference images\n",
    "distances = compute_distances(query_feature, valid_features)\n",
    "plot_distances(distances, num_rows=1, num_cols=7, figsize=(15,5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `RetrievalWidget` below can be used to interactively inspect the ranking output of our image retrieval system. Given a query image, the most similar images are shown with their respective distance to the query image in brackets. A new image can be selected as query by clicking its yellow box above the image. Note that Jupyter widgets are quite unstable - if the widget below does not show then see the \"Troubleshooting\" section in this [FAQ](../classification/FAQ.md) for possible fixes. \n",
    "<img src=\"./media/retrieval_ui1.jpg\" width=\"600\"/>\n",
    "<center><i>Image retrieval widget</i></center>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e9176c6c7c484d18a252ab21d5f885ff",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Tab(children=(VBox(children=(HBox(children=(VBox(children=(Button(button_style='primary', description='Query',…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "w_results = RetrievalWidget(\n",
    "    ds=data.valid_ds,\n",
    "    features=valid_features,\n",
    "    rows=2,\n",
    "    cols=5,\n",
    ")\n",
    "display(w_results.show())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Quantitative evaluation\n",
    "\n",
    "To measure accuracy of our image retrieval system, we create so called `comparative sets` from the validation images. Each comparative set consists of a `query` image, a `positive` image (with the same label as the query image), and 99 `negative` images (different label). When sorting the 101 reference images according to their distance to the query image, a perfect image similarity system would place the positive image at the top before all negative images i.e. at rank 1. \n",
    "\n",
    "\n",
    "### Comparative sets creation\n",
    "\n",
    "In the cell below, we construct 1000 comparative sets from the validation set, each with 99 negative images (and one positive image)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generated 1000 comparative image sets.\n"
     ]
    }
   ],
   "source": [
    "# Build multiple sets of comparative images from the validation images\n",
    "comparative_sets = comparative_set_builder(data.valid_ds, num_sets = 1000, num_negatives = 99)\n",
    "print(f\"Generated {len(comparative_sets)} comparative image sets.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 7 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the query image, the positive image, and some of the negative images of the first comparative set\n",
    "plot_comparative_set(comparative_sets[0], 7, figsize=(15,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# For each comparative set compute the distances between the query image and all reference images\n",
    "for cs in comparative_sets:\n",
    "    cs.compute_distances(valid_features)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Evaluation\n",
    "\n",
    "To measure accuracy of our image retrieval system, we compute these two statistics:\n",
    "- Median rank: median rank of the positive example across all comparative sets. A value of 1 being best, 100 worst, and 50 random chance guessing.\n",
    "- Recall at k: percentage of positive examples within the top k, ie. with rank <= k. A value of 100% being best, 0% worst, and at k=1 or k=5 random chance guessing of 1% or 5% respectively."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The positive example ranks 1.0, as a median, across our 1000 comparative sets. Random chance rank is 50.0\n"
     ]
    }
   ],
   "source": [
    "# Compute the median rank of the positive example over all comparative sets\n",
    "ranks = positive_image_ranks(comparative_sets)\n",
    "median_rank = np.median(ranks)\n",
    "random_rank = np.median([(len(cs.neg_im_paths)+1)/2.0 for cs in comparative_sets])\n",
    "print(f\"The positive example ranks {median_rank}, as a median, \\\n",
    "across our {len(ranks)} comparative sets. Random chance rank is {random_rank}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The positive image is:\n",
      " --> 55.8% of the time the most similar to the query\n",
      " --> 59.0% of the time in the top 5 images\n",
      " --> 66.0% of the time in the top 10 images\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Compute recall at k=1, 5, and 10\n",
    "print(f\"\"\"The positive image is:\n",
    " --> {recall_at_k(ranks, 1)}% of the time the most similar to the query\n",
    " --> {recall_at_k(ranks, 5)}% of the time in the top 5 images\n",
    " --> {recall_at_k(ranks, 10)}% of the time in the top 10 images\"\"\")\n",
    "\n",
    "# Plot recall versus k\n",
    "plot_recalls(ranks)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Display the distribution of positive ranks among the comparative sets\n",
    "plot_ranks_distribution(ranks)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Exported model to directory C:\\Users\\pabuehle\\Desktop\\computervision-recipes\\data\\fridgeObjects\n"
     ]
    }
   ],
   "source": [
    "# Write trained model to disk\n",
    "learn.export(\"image_similarity_01_model\")\n",
    "print(f\"Exported model to directory {learn.path}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Fine-tuning parameters <a name=\"finetuning\"></a>\n",
    "\n",
    "Using the provided default parameters, one can get good results across a wide variety of datasets. However, as in most machine learning projects, getting the best possible results for a new dataset often requires tuning the parameters further. \n",
    "\n",
    "See the image classification [03_training_accuracy_vs_speed.ipynb](../../classification/notebooks/03_training_accuracy_vs_speed.ipynb) notebook for guidelines on optimizing for accuracy, inference speed, or model size for a given dataset. In addition, the notebook also goes through the parameters that will make the largest impact on your model as well as the parameters that may not be worth modifying.\n",
    "\n",
    "The notebook [11_exploring_hyperparameters.ipynb](11_exploring_hyperparameters.ipynb) in this directory is provided to run  run sweeps to find the parameters with best possible image retrieval (ie rank) performance. Below is an example where, to identify good default parameters for this repository, different learning rates where tried on diverse datasets. Note that lower ranks is better, and learning rates between $1e-4$ and $1e-3$ performed best.\n",
    "<img src=\"media/sweep_learning_rates.jpg\" width=\"600px\" />\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/scrapbook.scrap.json+json": {
       "data": 1,
       "encoder": "json",
       "name": "median_rank",
       "version": 1
      }
     },
     "metadata": {
      "scrapbook": {
       "data": true,
       "display": false,
       "name": "median_rank"
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/scrapbook.scrap.json+json": {
       "data": 50,
       "encoder": "json",
       "name": "random_rank",
       "version": 1
      }
     },
     "metadata": {
      "scrapbook": {
       "data": true,
       "display": false,
       "name": "random_rank"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Log some outputs using scrapbook which are used during testing to verify correct notebook execution\n",
    "sb.glue(\"median_rank\", median_rank)\n",
    "sb.glue(\"random_rank\", random_rank)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python (cv)",
   "language": "python",
   "name": "cv"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
